1. Logistic Regression
!pip install kaggle
!mkdir ~/.kaggle
!cp /content/kaggle.json ~/.kaggle/kaggle.json
!chmod 600 /root/.kaggle/kaggle.json
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Requirement already satisfied: kaggle in /usr/local/lib/python3.7/dist-packages (1.5.12) Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.8.2) Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.23.0) Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.64.0) Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.24.3) Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle) (2022.6.15) Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.15.0) Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle) (6.1.2) Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle) (1.3) Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (3.0.4) Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (2.10) mkdir: cannot create directory ‘/root/.kaggle’: File exists
Loading the Dataset from Kaggle
Dataset contains a total of 2500 audio files of males and females, choose any 15 words out of available corpus for each of the speaker.
!kaggle datasets download -d hazrat/urdu-speech-dataset
urdu-speech-dataset.zip: Skipping, found more recently modified local copy (use --force to force download)
!unzip *.zip
Archive: urdu-speech-dataset.zip replace files/AAMNG1/AAMNG1001.wav? 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Word Selection
A corpus of the 15 words chosen will be made for further process.
Note - Words are chosen at random
Using Librosa to Identify the words from the recorded audio
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import librosa
import librosa.display
from IPython.display import Audio
'ش' = Shah (King)
Audio(data = r'files/AKMNG2/AKMNG2083.wav')
'سو' = So (Sleep)
Audio(data = r'files/AKMNG2/AKMNG2084.wav')
'خود' = Khud (Myself)
Audio(data = r'files/AKMNG2/AKMNG2085.wav')
'تعلیم' = Taleem (Education)
Audio(data = r'files/AKMNG2/AKMNG2098.wav')
'پا رٹی' = (Party)
Audio(data = r'files/AKMNG2/AKMNG2113.wav')
'ادا' = Ada (Pay)
Audio(data = r'files/AKMNG2/AKMNG2110.wav')
'گرفتار' = Giraftar (Arrest)
Audio(data = r'files/AKMNG2/AKMNG2146.wav')
'پیداوار' = Paidawar (Production)
Audio(data = r'files/AKMNG2/AKMNG2178.wav')
'موجودہ' = Maujuda (Current)
Audio(data = r'files/AKMNG2/AKMNG2189.wav')
'سخت' = Sakth (Tough)
Audio(data = r'files/AKMNG2/AKMNG2193.wav')
'صفحہ' = Sifaha (Page)
Audio(data = r'files/AKMNG2/AKMNG2248.wav')
'بھارت' = Bharat (India)
Audio(data = r'files/AKMNG2/AKMNG2123.wav')
'تکنیکی' = Taqneeki (Technical)
Audio(data = r'files/AKMNG2/AKMNG2137.wav')
'خصوصی'= Khasoosi (Special)
Audio(data = r'files/AKMNG2/AKMNG2144.wav')
'اختیار' = Aftiyar (Option)
Audio(data = r'files/AKMNG2/AKMNG2149.wav')
corpus=['083','084','085','098','113','110','146','178','189','193','248','123','137','144','149']
word_Eng=['Shah(King)','So(Sleep)','Khud(Myself)','Taleem(Education)','Party','Ada(Pay)','Giraftar(Arrest)','Paidawar(Production)',
'Maujuda(Current)','Sakth(Tough)','Sifaha(Page)','Bharat(India)','Taqneeki(Technical)','Khasoosi(Special)','Aftiyar(Option)']
word_Urdu=[
'ش'
'سو',
'خود',
'تعلیم',
'پا رٹی',
'ادا',
'گرفتار',
'پیداوار',
'موجودہ',
'سخت',
'صفحہ',
'بھارت',
'تکنیکی',
'خصوصی',
'اختیار'
]
Creating a file list for Training data
10 individuals will comprise of the training set
file_list=[]
for i in corpus:
file_list.append('files/AAMNG1/AAMNG1'+str(i)+".wav")
file_list.append('files/ABMNG1/ABMNG1'+str(i)+".wav")
file_list.append('files/AEFYG1/AEFYG1'+str(i)+".wav")
file_list.append('files/AFFYG1/AFFYG1'+str(i)+".wav")
file_list.append('files/AGMNG1/AGMNG1'+str(i)+".wav")
file_list.append('files/AHMNG1/AHMNG1'+str(i)+".wav")
file_list.append('files/ACMNG2/ACMNG2'+str(i)+".wav")
file_list.append('files/AIMYG2/AIMYG2'+str(i)+".wav")
file_list.append('files/AJMNG2/AJMNG2'+str(i)+".wav")
file_list.append('files/AKMNG2/AKMNG2'+str(i)+".wav")
print("The following is the list of files used :\n",file_list)
The following is the list of files used : ['files/AAMNG1/AAMNG1083.wav', 'files/ABMNG1/ABMNG1083.wav', 'files/AEFYG1/AEFYG1083.wav', 'files/AFFYG1/AFFYG1083.wav', 'files/AGMNG1/AGMNG1083.wav', 'files/AHMNG1/AHMNG1083.wav', 'files/ACMNG2/ACMNG2083.wav', 'files/AIMYG2/AIMYG2083.wav', 'files/AJMNG2/AJMNG2083.wav', 'files/AKMNG2/AKMNG2083.wav', 'files/AAMNG1/AAMNG1084.wav', 'files/ABMNG1/ABMNG1084.wav', 'files/AEFYG1/AEFYG1084.wav', 'files/AFFYG1/AFFYG1084.wav', 'files/AGMNG1/AGMNG1084.wav', 'files/AHMNG1/AHMNG1084.wav', 'files/ACMNG2/ACMNG2084.wav', 'files/AIMYG2/AIMYG2084.wav', 'files/AJMNG2/AJMNG2084.wav', 'files/AKMNG2/AKMNG2084.wav', 'files/AAMNG1/AAMNG1085.wav', 'files/ABMNG1/ABMNG1085.wav', 'files/AEFYG1/AEFYG1085.wav', 'files/AFFYG1/AFFYG1085.wav', 'files/AGMNG1/AGMNG1085.wav', 'files/AHMNG1/AHMNG1085.wav', 'files/ACMNG2/ACMNG2085.wav', 'files/AIMYG2/AIMYG2085.wav', 'files/AJMNG2/AJMNG2085.wav', 'files/AKMNG2/AKMNG2085.wav', 'files/AAMNG1/AAMNG1098.wav', 'files/ABMNG1/ABMNG1098.wav', 'files/AEFYG1/AEFYG1098.wav', 'files/AFFYG1/AFFYG1098.wav', 'files/AGMNG1/AGMNG1098.wav', 'files/AHMNG1/AHMNG1098.wav', 'files/ACMNG2/ACMNG2098.wav', 'files/AIMYG2/AIMYG2098.wav', 'files/AJMNG2/AJMNG2098.wav', 'files/AKMNG2/AKMNG2098.wav', 'files/AAMNG1/AAMNG1113.wav', 'files/ABMNG1/ABMNG1113.wav', 'files/AEFYG1/AEFYG1113.wav', 'files/AFFYG1/AFFYG1113.wav', 'files/AGMNG1/AGMNG1113.wav', 'files/AHMNG1/AHMNG1113.wav', 'files/ACMNG2/ACMNG2113.wav', 'files/AIMYG2/AIMYG2113.wav', 'files/AJMNG2/AJMNG2113.wav', 'files/AKMNG2/AKMNG2113.wav', 'files/AAMNG1/AAMNG1110.wav', 'files/ABMNG1/ABMNG1110.wav', 'files/AEFYG1/AEFYG1110.wav', 'files/AFFYG1/AFFYG1110.wav', 'files/AGMNG1/AGMNG1110.wav', 'files/AHMNG1/AHMNG1110.wav', 'files/ACMNG2/ACMNG2110.wav', 'files/AIMYG2/AIMYG2110.wav', 'files/AJMNG2/AJMNG2110.wav', 'files/AKMNG2/AKMNG2110.wav', 'files/AAMNG1/AAMNG1146.wav', 'files/ABMNG1/ABMNG1146.wav', 'files/AEFYG1/AEFYG1146.wav', 'files/AFFYG1/AFFYG1146.wav', 'files/AGMNG1/AGMNG1146.wav', 'files/AHMNG1/AHMNG1146.wav', 'files/ACMNG2/ACMNG2146.wav', 'files/AIMYG2/AIMYG2146.wav', 'files/AJMNG2/AJMNG2146.wav', 'files/AKMNG2/AKMNG2146.wav', 'files/AAMNG1/AAMNG1178.wav', 'files/ABMNG1/ABMNG1178.wav', 'files/AEFYG1/AEFYG1178.wav', 'files/AFFYG1/AFFYG1178.wav', 'files/AGMNG1/AGMNG1178.wav', 'files/AHMNG1/AHMNG1178.wav', 'files/ACMNG2/ACMNG2178.wav', 'files/AIMYG2/AIMYG2178.wav', 'files/AJMNG2/AJMNG2178.wav', 'files/AKMNG2/AKMNG2178.wav', 'files/AAMNG1/AAMNG1189.wav', 'files/ABMNG1/ABMNG1189.wav', 'files/AEFYG1/AEFYG1189.wav', 'files/AFFYG1/AFFYG1189.wav', 'files/AGMNG1/AGMNG1189.wav', 'files/AHMNG1/AHMNG1189.wav', 'files/ACMNG2/ACMNG2189.wav', 'files/AIMYG2/AIMYG2189.wav', 'files/AJMNG2/AJMNG2189.wav', 'files/AKMNG2/AKMNG2189.wav', 'files/AAMNG1/AAMNG1193.wav', 'files/ABMNG1/ABMNG1193.wav', 'files/AEFYG1/AEFYG1193.wav', 'files/AFFYG1/AFFYG1193.wav', 'files/AGMNG1/AGMNG1193.wav', 'files/AHMNG1/AHMNG1193.wav', 'files/ACMNG2/ACMNG2193.wav', 'files/AIMYG2/AIMYG2193.wav', 'files/AJMNG2/AJMNG2193.wav', 'files/AKMNG2/AKMNG2193.wav', 'files/AAMNG1/AAMNG1248.wav', 'files/ABMNG1/ABMNG1248.wav', 'files/AEFYG1/AEFYG1248.wav', 'files/AFFYG1/AFFYG1248.wav', 'files/AGMNG1/AGMNG1248.wav', 'files/AHMNG1/AHMNG1248.wav', 'files/ACMNG2/ACMNG2248.wav', 'files/AIMYG2/AIMYG2248.wav', 'files/AJMNG2/AJMNG2248.wav', 'files/AKMNG2/AKMNG2248.wav', 'files/AAMNG1/AAMNG1123.wav', 'files/ABMNG1/ABMNG1123.wav', 'files/AEFYG1/AEFYG1123.wav', 'files/AFFYG1/AFFYG1123.wav', 'files/AGMNG1/AGMNG1123.wav', 'files/AHMNG1/AHMNG1123.wav', 'files/ACMNG2/ACMNG2123.wav', 'files/AIMYG2/AIMYG2123.wav', 'files/AJMNG2/AJMNG2123.wav', 'files/AKMNG2/AKMNG2123.wav', 'files/AAMNG1/AAMNG1137.wav', 'files/ABMNG1/ABMNG1137.wav', 'files/AEFYG1/AEFYG1137.wav', 'files/AFFYG1/AFFYG1137.wav', 'files/AGMNG1/AGMNG1137.wav', 'files/AHMNG1/AHMNG1137.wav', 'files/ACMNG2/ACMNG2137.wav', 'files/AIMYG2/AIMYG2137.wav', 'files/AJMNG2/AJMNG2137.wav', 'files/AKMNG2/AKMNG2137.wav', 'files/AAMNG1/AAMNG1144.wav', 'files/ABMNG1/ABMNG1144.wav', 'files/AEFYG1/AEFYG1144.wav', 'files/AFFYG1/AFFYG1144.wav', 'files/AGMNG1/AGMNG1144.wav', 'files/AHMNG1/AHMNG1144.wav', 'files/ACMNG2/ACMNG2144.wav', 'files/AIMYG2/AIMYG2144.wav', 'files/AJMNG2/AJMNG2144.wav', 'files/AKMNG2/AKMNG2144.wav', 'files/AAMNG1/AAMNG1149.wav', 'files/ABMNG1/ABMNG1149.wav', 'files/AEFYG1/AEFYG1149.wav', 'files/AFFYG1/AFFYG1149.wav', 'files/AGMNG1/AGMNG1149.wav', 'files/AHMNG1/AHMNG1149.wav', 'files/ACMNG2/ACMNG2149.wav', 'files/AIMYG2/AIMYG2149.wav', 'files/AJMNG2/AJMNG2149.wav', 'files/AKMNG2/AKMNG2149.wav']
c_m=[]
w_e=[]
w_u=[]
for j in corpus:
for i in range(11):
c_m.append(j)
for j in word_Eng:
for i in range(11):
w_e.append(j)
for j in word_Urdu:
for i in range(11):
w_u.append(j)
print(c_m,w_e,w_u)
['083', '083', '083', '083', '083', '083', '083', '083', '083', '083', '083', '084', '084', '084', '084', '084', '084', '084', '084', '084', '084', '084', '085', '085', '085', '085', '085', '085', '085', '085', '085', '085', '085', '098', '098', '098', '098', '098', '098', '098', '098', '098', '098', '098', '113', '113', '113', '113', '113', '113', '113', '113', '113', '113', '113', '110', '110', '110', '110', '110', '110', '110', '110', '110', '110', '110', '146', '146', '146', '146', '146', '146', '146', '146', '146', '146', '146', '178', '178', '178', '178', '178', '178', '178', '178', '178', '178', '178', '189', '189', '189', '189', '189', '189', '189', '189', '189', '189', '189', '193', '193', '193', '193', '193', '193', '193', '193', '193', '193', '193', '248', '248', '248', '248', '248', '248', '248', '248', '248', '248', '248', '123', '123', '123', '123', '123', '123', '123', '123', '123', '123', '123', '137', '137', '137', '137', '137', '137', '137', '137', '137', '137', '137', '144', '144', '144', '144', '144', '144', '144', '144', '144', '144', '144', '149', '149', '149', '149', '149', '149', '149', '149', '149', '149', '149'] ['Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)'] ['شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار']
dataframe=pd.DataFrame(list(zip(c_m,w_e,w_u,file_list)),columns=['Corpus','English','Urdu','Path'])
print(dataframe)
Corpus English Urdu Path 0 083 Shah(King) شسو files/AAMNG1/AAMNG1083.wav 1 083 Shah(King) شسو files/ABMNG1/ABMNG1083.wav 2 083 Shah(King) شسو files/AEFYG1/AEFYG1083.wav 3 083 Shah(King) شسو files/AFFYG1/AFFYG1083.wav 4 083 Shah(King) شسو files/AGMNG1/AGMNG1083.wav .. ... ... ... ... 145 144 Khasoosi(Special) اختیار files/AHMNG1/AHMNG1149.wav 146 144 Khasoosi(Special) اختیار files/ACMNG2/ACMNG2149.wav 147 144 Khasoosi(Special) اختیار files/AIMYG2/AIMYG2149.wav 148 144 Khasoosi(Special) اختیار files/AJMNG2/AJMNG2149.wav 149 144 Khasoosi(Special) اختیار files/AKMNG2/AKMNG2149.wav [150 rows x 4 columns]
Mel-Frequency Cepstral Coefficients
import os
import librosa
import librosa.display
def mfcc_features(path):
mfccs = []
try:
x , sr = librosa.load(path)
mfccs = librosa.feature.mfcc(y=x, sr=sr, n_mfcc=128)
mfccs = np.mean(mfccs.T,axis=0)
except:
print('Error reading audio')
return mfccs
X_df = pd.DataFrame(dataframe['Path'].apply(lambda x: mfcc_features(x)).tolist())
X_df.head()
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 118 | 119 | 120 | 121 | 122 | 123 | 124 | 125 | 126 | 127 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -190.285599 | 115.414238 | -73.824425 | 42.810970 | -18.328188 | 15.614243 | -12.945983 | 5.768264 | -24.008570 | 13.617596 | ... | -0.663516 | -1.648517 | -2.646644 | -1.791165 | -0.655998 | 0.583726 | -1.195845 | -0.883383 | -0.111810 | -0.277586 |
| 1 | -283.435944 | 100.056061 | -32.974815 | 48.266022 | -4.873994 | 14.561666 | 1.368805 | 5.862929 | -14.666618 | 12.883349 | ... | -0.341219 | -1.243228 | -0.509305 | -0.509963 | 0.089645 | -1.575203 | -0.619544 | -0.350850 | -1.930994 | 0.002305 |
| 2 | -254.483109 | 62.016846 | -71.581734 | 70.173355 | -38.037563 | 25.705383 | -13.204325 | 4.386250 | -6.425518 | 3.962559 | ... | 0.778785 | 0.223085 | -0.244311 | 0.333641 | -0.455979 | 0.132313 | 0.523683 | 0.024538 | 0.107914 | -0.751522 |
| 3 | -245.086609 | 126.808144 | -61.511971 | 41.460918 | 0.529521 | 8.759551 | -11.796894 | 6.256975 | -9.049469 | -6.116999 | ... | 1.436782 | 0.520769 | -0.493017 | 0.555119 | 1.337889 | 1.284299 | -0.270879 | -0.472307 | -0.160252 | 0.141812 |
| 4 | -241.315170 | 137.851105 | -44.055149 | 42.827282 | -5.402484 | 14.527572 | -10.240479 | 19.817354 | -23.296953 | 8.553469 | ... | -0.986905 | -0.165167 | -0.118091 | 0.316110 | -0.016335 | 1.234172 | 0.713547 | -0.717300 | -0.799586 | -0.195936 |
5 rows × 128 columns
We can check the correlation between the MFCC features
Plotting a correlation heatmap
corr = X_df.corr()
corr.style.background_gradient(cmap = "BrBG")
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | 83 | 84 | 85 | 86 | 87 | 88 | 89 | 90 | 91 | 92 | 93 | 94 | 95 | 96 | 97 | 98 | 99 | 100 | 101 | 102 | 103 | 104 | 105 | 106 | 107 | 108 | 109 | 110 | 111 | 112 | 113 | 114 | 115 | 116 | 117 | 118 | 119 | 120 | 121 | 122 | 123 | 124 | 125 | 126 | 127 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.000000 | -0.148024 | -0.710151 | 0.164340 | -0.260753 | 0.068559 | -0.395239 | 0.082673 | -0.295929 | 0.436524 | 0.250432 | -0.181986 | 0.304168 | -0.403735 | 0.200703 | -0.337099 | -0.235494 | 0.098568 | -0.347170 | -0.189001 | 0.151128 | 0.139212 | -0.372968 | -0.084365 | -0.229995 | -0.063008 | -0.277980 | -0.075339 | -0.095081 | -0.119527 | 0.112583 | -0.070821 | 0.115134 | -0.019576 | 0.075051 | -0.247601 | -0.187775 | -0.074570 | -0.022128 | 0.164072 | 0.160865 | 0.250319 | 0.191262 | 0.268244 | 0.152565 | 0.135149 | 0.140124 | 0.278495 | 0.352182 | 0.131309 | 0.111885 | 0.026480 | 0.045571 | -0.124578 | -0.177315 | -0.128204 | -0.092738 | -0.050992 | -0.006872 | -0.028089 | -0.105766 | -0.000517 | -0.009463 | 0.152725 | -0.056604 | -0.096667 | 0.037663 | 0.088180 | 0.024384 | -0.151974 | 0.094156 | -0.011545 | 0.000584 | -0.063765 | -0.103458 | -0.100089 | 0.026956 | 0.072950 | 0.004257 | 0.117649 | 0.106788 | 0.255571 | -0.068257 | 0.046954 | 0.047069 | -0.041156 | 0.108864 | -0.000200 | 0.069252 | 0.074315 | 0.189087 | 0.096144 | 0.075036 | 0.047652 | 0.102039 | 0.183300 | 0.201543 | 0.032826 | 0.007649 | 0.307396 | 0.029456 | -0.100427 | 0.031057 | 0.033749 | -0.017127 | 0.057292 | 0.132686 | 0.095208 | 0.151660 | -0.000935 | 0.184597 | 0.286719 | -0.016968 | 0.080169 | 0.117692 | 0.037278 | 0.209989 | 0.017552 | 0.142094 | 0.226654 | -0.091269 | 0.090725 | 0.069463 | 0.149246 | 0.037835 | -0.055112 | 0.254696 | -0.014888 |
| 1 | -0.148024 | 1.000000 | 0.128323 | -0.730029 | 0.303640 | -0.247730 | 0.240942 | -0.202118 | 0.192203 | 0.055842 | 0.344592 | 0.607034 | -0.045393 | 0.309909 | 0.179553 | 0.414644 | -0.219782 | 0.197201 | 0.127631 | 0.045250 | -0.097555 | -0.227893 | 0.255358 | -0.308719 | -0.028427 | -0.153506 | -0.072868 | -0.303445 | -0.095520 | -0.212923 | -0.245427 | 0.021505 | -0.197638 | 0.081138 | -0.270296 | -0.081726 | -0.200465 | -0.209482 | -0.263023 | -0.330176 | -0.181571 | -0.217478 | -0.186975 | -0.352204 | -0.290802 | -0.409045 | -0.443513 | -0.493947 | -0.362411 | -0.368189 | -0.370952 | -0.193432 | -0.098347 | 0.268612 | 0.286917 | 0.367336 | 0.405197 | 0.481097 | 0.308757 | 0.069698 | 0.264156 | 0.327190 | 0.460911 | 0.330371 | 0.402097 | 0.389541 | 0.175363 | 0.119235 | 0.282700 | 0.266338 | -0.125046 | 0.147300 | 0.152552 | -0.058010 | -0.028982 | -0.163227 | -0.396583 | -0.261341 | -0.085448 | -0.072003 | -0.219399 | -0.238716 | 0.216151 | -0.092641 | -0.061423 | -0.140425 | -0.354961 | -0.262613 | -0.120090 | -0.225631 | -0.418376 | -0.186554 | -0.238385 | -0.288369 | -0.365920 | -0.462108 | -0.526813 | -0.295975 | -0.430250 | -0.535865 | -0.293941 | -0.322181 | -0.345814 | -0.474515 | -0.330470 | -0.292877 | -0.304904 | -0.414977 | -0.294690 | -0.123050 | -0.488030 | -0.385703 | -0.284157 | -0.441456 | -0.374995 | -0.138451 | -0.281739 | -0.057256 | -0.224284 | -0.359673 | 0.045337 | -0.118374 | -0.185711 | -0.170466 | -0.026941 | -0.113605 | -0.123957 | -0.072883 |
| 2 | -0.710151 | 0.128323 | 1.000000 | 0.029320 | 0.112945 | 0.094126 | 0.382041 | -0.058983 | 0.050395 | -0.241331 | -0.215538 | 0.005212 | -0.101748 | 0.261381 | -0.028076 | 0.316824 | 0.177744 | 0.201616 | 0.289337 | 0.135780 | 0.054504 | -0.126815 | 0.173529 | 0.068157 | 0.122778 | -0.030598 | 0.089097 | -0.044628 | 0.015972 | -0.031363 | -0.085221 | 0.070971 | -0.125628 | 0.060641 | -0.113024 | 0.216783 | 0.207145 | 0.046537 | 0.046616 | -0.154269 | -0.096905 | -0.165634 | -0.191096 | -0.178474 | -0.021480 | -0.015381 | -0.173163 | -0.249648 | -0.275112 | -0.094709 | -0.089423 | -0.007731 | -0.043301 | -0.039715 | 0.016732 | -0.043274 | -0.074543 | -0.076029 | -0.036449 | 0.064357 | 0.123107 | 0.063440 | 0.093873 | -0.023215 | 0.155245 | 0.214207 | -0.003228 | -0.006762 | 0.056849 | 0.164050 | 0.000380 | 0.035484 | 0.037428 | 0.068080 | 0.233904 | 0.139775 | -0.086578 | -0.088533 | 0.046488 | -0.077065 | -0.149786 | -0.213725 | -0.055219 | -0.107556 | -0.059974 | -0.099284 | -0.189113 | -0.033117 | -0.076794 | -0.007668 | -0.126681 | -0.081690 | -0.044158 | -0.086468 | -0.104407 | -0.268499 | -0.167226 | 0.016126 | -0.022197 | -0.160857 | 0.042062 | 0.125144 | -0.053349 | -0.089057 | -0.110828 | -0.196905 | -0.196953 | -0.097471 | -0.109120 | 0.062528 | -0.142957 | -0.280740 | -0.021172 | -0.208117 | -0.131600 | -0.041852 | -0.243846 | -0.033926 | -0.119748 | -0.234417 | 0.123254 | 0.092388 | -0.040699 | -0.069489 | 0.033625 | 0.074947 | -0.129006 | -0.021425 |
| 3 | 0.164340 | -0.730029 | 0.029320 | 1.000000 | 0.029762 | 0.071311 | -0.143407 | 0.272990 | -0.248099 | -0.096638 | -0.416709 | -0.612466 | 0.080282 | -0.406882 | -0.127498 | -0.222447 | 0.156992 | -0.023395 | -0.146124 | 0.059548 | 0.092449 | 0.117862 | -0.286748 | 0.063023 | -0.146259 | -0.118110 | -0.129934 | 0.035054 | -0.022287 | 0.055031 | 0.193197 | 0.014647 | 0.133634 | -0.049976 | 0.118040 | -0.010231 | 0.071041 | 0.057043 | 0.097384 | 0.192587 | 0.062879 | 0.115612 | 0.082094 | 0.195173 | 0.238817 | 0.217031 | 0.245964 | 0.316192 | 0.268496 | 0.281490 | 0.284295 | 0.246959 | 0.156325 | -0.150516 | -0.178545 | -0.250573 | -0.253295 | -0.296312 | -0.154446 | 0.065337 | -0.047079 | -0.084722 | -0.269874 | -0.160414 | -0.228901 | -0.207731 | 0.054787 | -0.028411 | -0.192482 | -0.183090 | 0.182085 | -0.004880 | -0.144217 | 0.058732 | 0.062851 | 0.071281 | 0.270418 | 0.222182 | 0.142255 | 0.118277 | 0.073698 | 0.122359 | -0.189004 | -0.050085 | -0.044210 | 0.026757 | 0.259700 | 0.077726 | -0.004554 | 0.173636 | 0.336389 | 0.156048 | 0.179700 | 0.175999 | 0.173203 | 0.274927 | 0.365867 | 0.260817 | 0.248783 | 0.393780 | 0.279030 | 0.220243 | 0.227947 | 0.226292 | 0.128206 | 0.100795 | 0.140087 | 0.275413 | 0.187457 | 0.066288 | 0.314393 | 0.266579 | 0.197425 | 0.295778 | 0.225858 | 0.030408 | 0.111217 | -0.080134 | 0.043840 | 0.198244 | -0.036734 | 0.129907 | 0.087615 | 0.099910 | 0.119358 | 0.082868 | 0.147566 | 0.036674 |
| 4 | -0.260753 | 0.303640 | 0.112945 | 0.029762 | 1.000000 | -0.534360 | 0.034952 | -0.146942 | 0.020985 | -0.281416 | -0.334694 | 0.016876 | -0.305903 | -0.081236 | -0.343995 | 0.273437 | -0.324240 | -0.076440 | 0.124241 | 0.047527 | -0.053044 | -0.025830 | 0.117109 | -0.140475 | 0.092903 | -0.428905 | 0.069409 | -0.141176 | 0.005197 | 0.133230 | -0.231319 | -0.141350 | -0.253378 | -0.049558 | -0.263679 | -0.064932 | -0.149418 | -0.048325 | -0.060367 | -0.001293 | 0.064014 | 0.086834 | 0.237183 | -0.075675 | -0.113404 | -0.195299 | 0.004267 | -0.166770 | -0.245383 | -0.170272 | -0.097498 | -0.051631 | -0.070447 | 0.185953 | 0.116017 | 0.209573 | 0.152456 | 0.216427 | 0.216338 | 0.118109 | 0.162180 | 0.024012 | 0.133206 | -0.051348 | -0.016770 | -0.041250 | 0.064993 | -0.009663 | 0.000181 | -0.068984 | -0.160368 | 0.224857 | 0.045783 | 0.082301 | -0.146237 | -0.106465 | -0.017465 | 0.021898 | 0.035004 | 0.023645 | -0.036809 | -0.155267 | 0.210228 | -0.031945 | 0.065027 | -0.000688 | -0.007943 | 0.033552 | 0.074185 | -0.089812 | -0.219070 | 0.110348 | 0.079017 | 0.041626 | -0.157353 | -0.002374 | -0.156475 | 0.085969 | -0.093312 | -0.289458 | 0.088271 | -0.097832 | -0.059238 | -0.163199 | -0.030513 | 0.008229 | 0.038370 | -0.143322 | -0.113612 | 0.011227 | -0.158889 | -0.126821 | -0.123901 | 0.054761 | -0.193495 | -0.094910 | -0.234147 | -0.179499 | -0.222066 | -0.248245 | -0.127952 | -0.304737 | 0.038225 | -0.204485 | 0.047719 | 0.077544 | -0.065463 | 0.032928 |
| 5 | 0.068559 | -0.247730 | 0.094126 | 0.071311 | -0.534360 | 1.000000 | -0.168945 | 0.199445 | 0.077101 | 0.146245 | 0.328643 | 0.007109 | 0.290392 | 0.045347 | 0.319625 | -0.065569 | 0.407730 | 0.134468 | 0.116750 | 0.009717 | 0.172716 | 0.160687 | -0.049933 | 0.215089 | -0.079709 | 0.302324 | 0.012192 | 0.210139 | 0.015108 | -0.005902 | 0.024321 | 0.012636 | 0.135213 | -0.113320 | 0.252286 | -0.000135 | 0.168430 | -0.058318 | -0.091994 | -0.212702 | -0.299560 | -0.227849 | -0.374558 | -0.131575 | -0.170162 | -0.042065 | -0.199163 | -0.007102 | 0.033535 | 0.115856 | 0.148461 | 0.031368 | 0.064748 | -0.150983 | -0.069396 | -0.184613 | -0.070976 | -0.068769 | -0.071344 | 0.012742 | 0.076395 | 0.200912 | 0.006652 | 0.130686 | 0.045593 | 0.229010 | 0.011146 | 0.072747 | 0.104079 | 0.120921 | 0.244721 | 0.017799 | 0.175929 | -0.143016 | 0.142112 | -0.123631 | -0.109460 | 0.014819 | -0.116382 | -0.126124 | -0.209382 | -0.001521 | -0.056111 | 0.041927 | -0.283018 | -0.019967 | 0.050844 | -0.050942 | -0.091000 | -0.074022 | 0.016880 | -0.160511 | -0.089783 | -0.234902 | 0.009730 | -0.174358 | 0.049736 | 0.022708 | -0.031238 | 0.035371 | -0.045877 | 0.026335 | -0.141853 | 0.100536 | -0.066239 | -0.014107 | -0.176159 | 0.030543 | 0.094894 | -0.019888 | -0.017810 | -0.124200 | 0.117310 | -0.147641 | 0.084100 | -0.026132 | 0.178465 | 0.072699 | 0.015438 | 0.188301 | 0.162436 | 0.195137 | -0.002203 | 0.329371 | -0.067020 | -0.025144 | -0.109834 | 0.010929 |
| 6 | -0.395239 | 0.240942 | 0.382041 | -0.143407 | 0.034952 | -0.168945 | 1.000000 | 0.043079 | -0.159352 | -0.169359 | -0.292629 | 0.416631 | 0.030890 | 0.108454 | 0.226323 | 0.232663 | 0.044650 | 0.002244 | 0.150291 | -0.013400 | -0.125962 | -0.059313 | -0.069970 | -0.299759 | -0.052398 | -0.203645 | -0.234080 | -0.132103 | -0.265124 | -0.322687 | -0.250512 | -0.231721 | -0.277665 | -0.132512 | -0.166988 | 0.014586 | -0.033895 | -0.017114 | -0.059135 | -0.104613 | -0.053057 | -0.044574 | -0.030316 | -0.049331 | 0.140830 | -0.036283 | -0.181641 | -0.167282 | -0.094303 | -0.071089 | -0.071044 | 0.157702 | 0.180789 | 0.217987 | 0.327388 | 0.275526 | 0.144262 | 0.056386 | -0.041265 | -0.040346 | -0.069863 | -0.080604 | 0.032092 | 0.099564 | 0.210597 | 0.027186 | -0.009423 | 0.098055 | 0.047709 | 0.043620 | -0.000006 | -0.069143 | -0.016701 | 0.107293 | 0.115270 | 0.136869 | -0.152379 | -0.065244 | 0.115371 | -0.040620 | 0.004766 | 0.008968 | -0.097468 | 0.071758 | 0.287148 | -0.091355 | -0.111158 | -0.015798 | -0.119628 | 0.008893 | -0.010763 | -0.198028 | -0.147753 | -0.020444 | -0.275291 | -0.175601 | -0.266555 | -0.278171 | -0.028383 | -0.063794 | -0.141681 | -0.054365 | 0.042958 | -0.114990 | -0.091059 | -0.174441 | -0.038036 | 0.022941 | -0.146168 | -0.148298 | -0.161258 | -0.152886 | -0.173567 | -0.170682 | -0.126902 | -0.018947 | -0.206603 | -0.064263 | -0.017563 | -0.147293 | -0.019356 | 0.154641 | 0.049000 | -0.145181 | 0.186712 | -0.018592 | -0.022032 | -0.046032 |
| 7 | 0.082673 | -0.202118 | -0.058983 | 0.272990 | -0.146942 | 0.199445 | 0.043079 | 1.000000 | -0.277783 | -0.195936 | 0.148340 | -0.153373 | 0.473539 | -0.296479 | 0.117790 | 0.207736 | 0.033813 | 0.109903 | 0.157309 | -0.297247 | -0.063902 | 0.349937 | -0.269080 | -0.109489 | -0.172314 | -0.103402 | -0.189234 | 0.099042 | -0.004345 | -0.095094 | -0.186952 | -0.251439 | -0.252413 | -0.367734 | -0.053910 | -0.385993 | -0.077401 | -0.178871 | -0.202420 | -0.155424 | -0.387574 | -0.209362 | -0.303464 | -0.220578 | -0.115219 | -0.137555 | -0.012907 | 0.236547 | 0.219860 | 0.374502 | 0.495057 | 0.523303 | 0.502090 | 0.247895 | 0.272660 | 0.130473 | 0.208265 | 0.210071 | 0.249474 | 0.320833 | 0.147502 | 0.114746 | -0.213932 | 0.048193 | -0.018463 | 0.072025 | 0.190366 | -0.021157 | -0.172310 | -0.213360 | 0.202313 | 0.066354 | 0.061599 | -0.105524 | 0.014987 | -0.056743 | -0.029940 | 0.190880 | -0.047072 | -0.031648 | -0.106219 | -0.092938 | -0.170866 | -0.165739 | -0.315765 | 0.019630 | 0.167583 | -0.066655 | 0.017357 | -0.208946 | 0.008502 | 0.082745 | -0.059287 | -0.241986 | -0.112172 | 0.002835 | 0.085376 | 0.136375 | -0.000601 | 0.016277 | -0.033592 | 0.107149 | 0.038773 | -0.034520 | 0.024428 | 0.031311 | -0.143055 | -0.040893 | 0.104362 | 0.077034 | 0.134056 | -0.022002 | 0.006849 | 0.149321 | 0.101858 | -0.203635 | 0.025381 | 0.021975 | -0.015047 | 0.080671 | -0.083003 | 0.032789 | -0.131903 | 0.040694 | 0.072758 | -0.180044 | -0.067606 | 0.038835 |
| 8 | -0.295929 | 0.192203 | 0.050395 | -0.248099 | 0.020985 | 0.077101 | -0.159352 | -0.277783 | 1.000000 | -0.286038 | -0.079336 | 0.230239 | -0.537645 | 0.351147 | -0.175496 | 0.319315 | 0.226186 | -0.205608 | 0.167114 | 0.154274 | -0.208459 | -0.286689 | 0.458889 | 0.110129 | 0.248540 | 0.329395 | 0.388701 | 0.160059 | 0.213720 | 0.289588 | 0.086249 | 0.346730 | 0.320501 | 0.253367 | 0.271634 | 0.292134 | 0.157880 | 0.198638 | 0.043760 | -0.128814 | -0.205546 | -0.433379 | -0.329903 | -0.389197 | -0.358010 | -0.206805 | -0.210031 | -0.342733 | -0.428033 | -0.320189 | -0.217370 | -0.156312 | -0.095222 | 0.077699 | 0.037337 | 0.138429 | 0.133126 | 0.103854 | 0.012619 | -0.108523 | 0.160398 | 0.125129 | 0.136763 | 0.016176 | 0.077045 | 0.180592 | 0.008800 | -0.046421 | 0.077302 | 0.220701 | 0.016721 | 0.010042 | -0.103767 | 0.019390 | 0.074012 | 0.015186 | 0.040685 | -0.001138 | 0.020101 | -0.018086 | -0.083534 | -0.212875 | 0.253093 | 0.087518 | -0.129820 | 0.092924 | 0.046139 | -0.139041 | -0.256838 | -0.065918 | -0.141514 | -0.057513 | -0.115587 | -0.080694 | 0.007729 | -0.190389 | -0.112873 | 0.052426 | -0.098815 | -0.369690 | -0.073411 | -0.051687 | -0.220529 | -0.092599 | -0.032802 | -0.006832 | -0.224310 | -0.158419 | -0.111677 | -0.201255 | -0.260726 | -0.240216 | 0.015364 | -0.170020 | -0.166105 | 0.033656 | -0.108770 | -0.053019 | -0.172469 | -0.136976 | 0.019143 | -0.177077 | -0.027858 | -0.192918 | -0.281760 | -0.013385 | -0.182671 | -0.113967 |
| 9 | 0.436524 | 0.055842 | -0.241331 | -0.096638 | -0.281416 | 0.146245 | -0.169359 | -0.195936 | -0.286038 | 1.000000 | 0.359245 | -0.082015 | 0.498045 | -0.168391 | 0.395410 | -0.200835 | -0.138185 | 0.501112 | -0.145047 | -0.019906 | 0.405198 | -0.049420 | -0.358908 | -0.048391 | -0.233011 | -0.016775 | -0.288595 | -0.189375 | -0.290710 | -0.375486 | 0.041105 | -0.120873 | 0.032109 | 0.014669 | -0.054846 | 0.153421 | 0.155251 | 0.117179 | 0.247283 | 0.279855 | 0.380140 | 0.404660 | 0.204215 | 0.321880 | 0.232205 | 0.188524 | 0.006312 | 0.003478 | 0.179137 | 0.010724 | -0.079630 | -0.186071 | -0.129406 | -0.211791 | -0.283507 | -0.338843 | -0.349425 | -0.292004 | -0.253164 | -0.205479 | -0.178547 | -0.083612 | -0.063625 | 0.019505 | 0.022639 | -0.069155 | -0.147340 | 0.023703 | 0.118718 | -0.085527 | -0.113419 | -0.023684 | 0.084880 | -0.089894 | -0.078195 | 0.044871 | 0.029871 | -0.123517 | -0.036365 | 0.155950 | 0.138034 | 0.330223 | 0.091933 | 0.054265 | 0.146634 | -0.064709 | -0.251328 | -0.025201 | 0.178168 | 0.210052 | 0.176280 | 0.038845 | 0.044266 | 0.000316 | 0.202202 | 0.113751 | 0.028972 | -0.010391 | 0.056867 | 0.377513 | 0.178159 | 0.114079 | 0.148996 | 0.145938 | 0.104884 | 0.080044 | 0.180270 | 0.005520 | 0.104802 | 0.075923 | -0.029278 | 0.120040 | -0.038659 | -0.152450 | -0.064530 | 0.043004 | 0.125003 | 0.041324 | 0.039539 | 0.009673 | 0.038199 | 0.132746 | 0.067028 | 0.075173 | 0.036984 | 0.004176 | -0.006466 | 0.012690 |
| 10 | 0.250432 | 0.344592 | -0.215538 | -0.416709 | -0.334694 | 0.328643 | -0.292629 | 0.148340 | -0.079336 | 0.359245 | 1.000000 | 0.226881 | 0.368600 | 0.276416 | 0.135560 | 0.064585 | -0.034395 | 0.248516 | 0.047077 | -0.003551 | 0.263791 | 0.072838 | 0.069732 | 0.029342 | -0.130138 | 0.115671 | -0.051675 | -0.061121 | 0.039797 | -0.084901 | 0.055141 | 0.118381 | 0.073368 | 0.095770 | 0.015746 | -0.158307 | -0.172394 | -0.320531 | -0.304906 | -0.312696 | -0.236451 | -0.142035 | -0.271466 | -0.206949 | -0.290305 | -0.359250 | -0.297081 | -0.141746 | 0.040189 | -0.023251 | -0.109862 | -0.066392 | 0.001467 | 0.069944 | 0.110461 | 0.096300 | 0.240850 | 0.307931 | 0.260635 | 0.138525 | 0.141456 | 0.317913 | 0.236006 | 0.294773 | 0.247982 | 0.299124 | 0.216848 | 0.150589 | 0.179784 | 0.134142 | 0.047144 | 0.108129 | 0.208439 | -0.166234 | -0.065131 | -0.276781 | -0.239544 | -0.126309 | -0.284314 | -0.122325 | -0.167604 | -0.022559 | 0.019147 | -0.144228 | -0.188389 | -0.065169 | -0.138502 | -0.187930 | -0.022770 | -0.138390 | -0.223293 | -0.126464 | -0.186954 | -0.346655 | -0.122562 | -0.240530 | -0.152417 | -0.178084 | -0.315010 | -0.129213 | -0.191834 | -0.213019 | -0.234198 | -0.161167 | -0.106006 | -0.077748 | -0.238489 | -0.280880 | -0.053859 | 0.057041 | -0.126337 | -0.103323 | 0.013716 | -0.159958 | 0.002793 | 0.014974 | 0.138989 | 0.142070 | -0.026456 | 0.071261 | 0.188501 | 0.024455 | -0.162076 | 0.174813 | -0.006876 | -0.054339 | -0.013853 | -0.040887 |
| 11 | -0.181986 | 0.607034 | 0.005212 | -0.612466 | 0.016876 | 0.007109 | 0.416631 | -0.153373 | 0.230239 | -0.082015 | 0.226881 | 1.000000 | -0.019668 | 0.230499 | 0.398871 | 0.190478 | -0.018933 | -0.122243 | 0.233699 | 0.051331 | -0.158278 | -0.173852 | 0.136657 | -0.359127 | -0.271645 | -0.128453 | -0.262354 | -0.251372 | -0.259427 | -0.308310 | -0.344217 | -0.193247 | -0.234344 | -0.186301 | -0.047322 | -0.050520 | 0.003396 | 0.017050 | -0.102706 | -0.126025 | -0.077325 | -0.100001 | -0.153227 | -0.225451 | -0.213362 | -0.265685 | -0.359587 | -0.424555 | -0.297605 | -0.337992 | -0.295564 | -0.139237 | -0.091051 | 0.206946 | 0.394789 | 0.447993 | 0.463090 | 0.439350 | 0.248588 | -0.038844 | 0.000201 | 0.166713 | 0.204178 | 0.229616 | 0.220236 | 0.120297 | 0.036626 | 0.026527 | 0.101553 | 0.164875 | -0.103052 | -0.070270 | 0.054307 | -0.081020 | 0.002715 | -0.060995 | -0.310544 | -0.132930 | 0.056424 | -0.004507 | -0.052335 | -0.045471 | 0.111593 | 0.100289 | 0.113813 | -0.075333 | -0.256820 | -0.202610 | -0.241478 | -0.114859 | -0.170438 | -0.237732 | -0.198001 | -0.274758 | -0.252809 | -0.303873 | -0.452916 | -0.319353 | -0.240981 | -0.339005 | -0.303860 | -0.238387 | -0.181703 | -0.257796 | -0.264182 | -0.267655 | -0.229390 | -0.109352 | -0.224871 | -0.229599 | -0.370602 | -0.335096 | -0.195665 | -0.487850 | -0.338505 | -0.109184 | -0.161786 | -0.082445 | -0.253847 | -0.238950 | -0.044022 | -0.106903 | -0.155033 | -0.108309 | -0.003328 | -0.088283 | -0.078909 | -0.061834 |
| 12 | 0.304168 | -0.045393 | -0.101748 | 0.080282 | -0.305903 | 0.290392 | 0.030890 | 0.473539 | -0.537645 | 0.498045 | 0.368600 | -0.019668 | 1.000000 | -0.139827 | 0.321402 | 0.098177 | -0.201467 | 0.446384 | 0.139125 | -0.214795 | 0.365419 | 0.252204 | -0.383503 | -0.182280 | -0.390852 | -0.189438 | -0.413165 | -0.125808 | -0.249495 | -0.379490 | -0.170834 | -0.303674 | -0.180372 | -0.214863 | -0.240108 | -0.234988 | -0.011968 | -0.184388 | -0.022350 | -0.014458 | -0.041786 | 0.210675 | 0.016497 | 0.180587 | 0.126387 | 0.019103 | -0.044483 | 0.052266 | 0.254206 | 0.258159 | 0.232404 | 0.209853 | 0.232855 | 0.058950 | 0.031880 | -0.155479 | -0.104107 | -0.029889 | 0.063047 | 0.139942 | 0.012741 | 0.137742 | -0.027620 | 0.083093 | 0.066793 | 0.024429 | -0.042500 | -0.013148 | -0.081844 | -0.177217 | -0.002440 | 0.055194 | 0.174165 | -0.230043 | -0.158522 | -0.160329 | -0.104684 | -0.101762 | -0.189254 | 0.018817 | -0.041936 | 0.136756 | -0.051538 | -0.124968 | -0.101326 | -0.105070 | -0.219402 | -0.006835 | 0.153679 | -0.034621 | 0.041042 | 0.114143 | 0.065277 | -0.329204 | 0.023564 | 0.028943 | -0.019670 | 0.023001 | -0.074180 | 0.204856 | 0.124423 | 0.115131 | 0.040358 | 0.006635 | -0.029788 | 0.025125 | 0.020500 | -0.043533 | 0.118740 | 0.160609 | 0.002885 | -0.016637 | 0.018407 | -0.094137 | 0.059303 | -0.039264 | 0.096833 | 0.119510 | 0.044661 | 0.047958 | -0.001130 | 0.158282 | -0.040303 | 0.143002 | 0.189782 | -0.010650 | 0.040179 | 0.063054 |
| 13 | -0.403735 | 0.309909 | 0.261381 | -0.406882 | -0.081236 | 0.045347 | 0.108454 | -0.296479 | 0.351147 | -0.168391 | 0.276416 | 0.230499 | -0.139827 | 1.000000 | -0.090476 | 0.139278 | 0.338331 | -0.216284 | 0.304518 | 0.359198 | -0.078534 | -0.164364 | 0.494936 | 0.219359 | 0.305049 | 0.358801 | 0.339354 | 0.238946 | 0.296526 | 0.189093 | 0.129462 | 0.279689 | 0.154070 | 0.269786 | -0.075632 | 0.031755 | -0.198907 | -0.326794 | -0.297836 | -0.417420 | -0.257064 | -0.283594 | -0.214224 | -0.213821 | -0.274562 | -0.268876 | -0.228072 | -0.271786 | -0.235584 | -0.256942 | -0.399256 | -0.254564 | -0.122879 | 0.116293 | 0.150969 | 0.156848 | 0.203330 | 0.187654 | 0.133217 | 0.050285 | 0.110182 | 0.131680 | 0.283085 | 0.166927 | 0.184685 | 0.256150 | 0.075969 | 0.167808 | 0.217592 | 0.221081 | -0.032170 | 0.021302 | 0.078810 | -0.124359 | -0.110024 | -0.202072 | -0.266365 | -0.263401 | -0.333317 | -0.355678 | -0.187147 | -0.098240 | 0.000754 | -0.097952 | -0.011892 | -0.065322 | -0.202836 | -0.086561 | -0.098032 | -0.147513 | -0.345184 | -0.263436 | -0.118067 | -0.121686 | -0.231485 | -0.219563 | -0.176093 | -0.333175 | -0.211643 | -0.315469 | -0.291589 | -0.232409 | -0.374371 | -0.241426 | -0.135287 | -0.136612 | -0.197264 | -0.228202 | -0.203451 | -0.018196 | -0.179570 | -0.280216 | 0.039202 | -0.108983 | 0.008261 | 0.219361 | 0.031005 | 0.260460 | 0.057497 | -0.054208 | 0.240445 | -0.081991 | -0.037147 | 0.096388 | -0.082916 | 0.175686 | 0.039151 | -0.084852 |
| 14 | 0.200703 | 0.179553 | -0.028076 | -0.127498 | -0.343995 | 0.319625 | 0.226323 | 0.117790 | -0.175496 | 0.395410 | 0.135560 | 0.398871 | 0.321402 | -0.090476 | 1.000000 | -0.041312 | 0.074574 | 0.377524 | -0.074419 | -0.050810 | 0.022384 | 0.024851 | -0.314199 | -0.247733 | -0.241057 | -0.007844 | -0.410420 | -0.164487 | -0.289763 | -0.498240 | -0.235625 | -0.290212 | -0.286825 | -0.386441 | -0.101121 | -0.059016 | 0.086211 | 0.067500 | 0.028234 | 0.047676 | 0.058654 | 0.047786 | -0.146791 | -0.012162 | 0.092370 | 0.083751 | -0.168091 | -0.036018 | 0.081905 | 0.008489 | 0.015055 | 0.048882 | 0.038705 | -0.111093 | 0.024718 | -0.031375 | -0.003055 | -0.052426 | -0.130801 | -0.077328 | -0.116369 | -0.028194 | -0.084102 | 0.169074 | 0.153574 | 0.109408 | 0.090002 | 0.164278 | 0.153666 | 0.038506 | 0.146633 | -0.067706 | -0.017984 | -0.117179 | 0.151394 | 0.075382 | -0.203664 | 0.025676 | 0.122040 | -0.095649 | -0.037764 | 0.300345 | -0.081895 | -0.019330 | 0.026069 | -0.125830 | -0.130387 | -0.045519 | -0.167538 | -0.027024 | 0.223770 | -0.233152 | -0.072676 | -0.041531 | -0.170429 | -0.089046 | -0.078762 | -0.184919 | 0.036731 | 0.201382 | -0.146802 | 0.087846 | 0.032655 | -0.114361 | -0.034026 | -0.211005 | -0.131687 | 0.095692 | -0.000843 | -0.194808 | -0.171659 | -0.115305 | -0.157281 | -0.327510 | -0.194550 | -0.140330 | -0.031181 | -0.029553 | -0.083758 | -0.061968 | 0.039170 | 0.197671 | 0.007350 | 0.081305 | 0.068679 | -0.076092 | -0.011445 | 0.000102 |
| 15 | -0.337099 | 0.414644 | 0.316824 | -0.222447 | 0.273437 | -0.065569 | 0.232663 | 0.207736 | 0.319315 | -0.200835 | 0.064585 | 0.190478 | 0.098177 | 0.139278 | -0.041312 | 1.000000 | -0.131641 | 0.193366 | 0.551448 | -0.205876 | 0.184054 | 0.105937 | 0.131978 | -0.132880 | -0.010872 | -0.112981 | 0.085018 | -0.021475 | 0.077828 | 0.000291 | -0.268765 | -0.034363 | -0.137033 | 0.007487 | -0.149687 | -0.088626 | -0.081808 | -0.119851 | -0.185103 | -0.311433 | -0.312483 | -0.286610 | -0.222288 | -0.352794 | -0.294215 | -0.289461 | -0.289951 | -0.370272 | -0.385586 | -0.253118 | -0.049749 | 0.198156 | 0.302526 | 0.394544 | 0.313729 | 0.249023 | 0.188466 | 0.221312 | 0.193116 | 0.167108 | 0.282736 | 0.216789 | 0.211715 | 0.112762 | 0.238791 | 0.259879 | 0.110396 | 0.009074 | -0.030184 | 0.114453 | 0.040951 | 0.154738 | 0.007919 | -0.142250 | 0.035302 | -0.130928 | -0.258170 | -0.130698 | -0.139640 | -0.036370 | -0.175987 | -0.283650 | 0.172411 | -0.108585 | -0.103632 | -0.020655 | -0.105399 | -0.088811 | -0.161195 | -0.143166 | -0.218537 | -0.065875 | -0.074572 | -0.258277 | -0.197653 | -0.240388 | -0.226070 | 0.020484 | -0.278605 | -0.382090 | 0.043834 | 0.064545 | -0.154968 | -0.253594 | -0.173584 | -0.150670 | -0.318415 | -0.362303 | -0.155018 | -0.052194 | -0.232859 | -0.259670 | -0.071652 | -0.167981 | -0.119383 | -0.053680 | -0.308002 | -0.018681 | -0.190077 | -0.270227 | -0.005966 | -0.063398 | -0.053335 | -0.250945 | 0.015556 | 0.038189 | -0.109904 | -0.098027 |
| 16 | -0.235494 | -0.219782 | 0.177744 | 0.156992 | -0.324240 | 0.407730 | 0.044650 | 0.033813 | 0.226186 | -0.138185 | -0.034395 | -0.018933 | -0.201467 | 0.338331 | 0.074574 | -0.131641 | 1.000000 | -0.221885 | 0.093223 | 0.502672 | -0.358290 | -0.052578 | 0.219610 | 0.120134 | 0.089667 | 0.321854 | 0.114087 | 0.307444 | 0.194630 | 0.117974 | 0.277450 | 0.191264 | 0.157784 | 0.078603 | 0.206418 | 0.121642 | 0.090360 | -0.079117 | -0.147866 | -0.193549 | -0.214729 | -0.262318 | -0.295480 | -0.177294 | -0.113229 | -0.029651 | -0.095761 | 0.045808 | 0.008279 | 0.035574 | -0.044230 | -0.036321 | 0.036160 | 0.026339 | 0.113546 | -0.004392 | 0.039152 | -0.036873 | -0.074062 | -0.036346 | -0.027567 | -0.035756 | -0.085970 | 0.020183 | -0.065053 | 0.093512 | 0.073118 | 0.074218 | -0.035709 | 0.077740 | 0.146277 | -0.078166 | 0.058836 | -0.093985 | 0.096382 | 0.015853 | -0.114983 | -0.146699 | -0.160243 | -0.178540 | -0.089319 | -0.048524 | -0.257580 | -0.009128 | -0.125539 | 0.015429 | 0.037745 | -0.145688 | -0.146925 | -0.010189 | -0.023949 | -0.317129 | -0.110439 | 0.095528 | 0.037710 | -0.054358 | -0.001856 | -0.104463 | 0.185157 | -0.021945 | -0.212219 | 0.076111 | -0.009612 | 0.054998 | -0.133985 | -0.110689 | -0.135977 | 0.036130 | -0.104893 | -0.039104 | 0.110594 | -0.121332 | 0.067172 | -0.053725 | 0.102858 | -0.001352 | 0.015347 | 0.108668 | 0.063947 | 0.022383 | 0.133735 | 0.063507 | -0.138720 | 0.147635 | -0.125075 | 0.047691 | -0.109653 | -0.052161 |
| 17 | 0.098568 | 0.197201 | 0.201616 | -0.023395 | -0.076440 | 0.134468 | 0.002244 | 0.109903 | -0.205608 | 0.501112 | 0.248516 | -0.122243 | 0.446384 | -0.216284 | 0.377524 | 0.193366 | -0.221885 | 1.000000 | -0.086640 | -0.254181 | 0.406556 | 0.070416 | -0.252913 | -0.102883 | -0.027753 | -0.200887 | -0.229274 | -0.150634 | -0.157731 | -0.314347 | -0.113485 | -0.080541 | -0.133583 | -0.045900 | -0.214508 | 0.140061 | 0.173354 | 0.109337 | 0.196719 | 0.080864 | 0.122515 | 0.128866 | -0.060195 | 0.015926 | 0.119982 | 0.029624 | -0.054203 | -0.075521 | 0.051542 | 0.162073 | 0.155731 | 0.101388 | 0.022712 | -0.146286 | -0.246755 | -0.295541 | -0.329465 | -0.244867 | -0.165620 | -0.030121 | 0.107356 | 0.088721 | 0.069105 | 0.042761 | 0.202169 | 0.234777 | 0.067625 | 0.039211 | 0.027216 | -0.080263 | -0.013453 | 0.280448 | 0.132938 | -0.066655 | 0.072905 | -0.033683 | 0.008433 | 0.015456 | 0.003388 | 0.009029 | -0.087054 | 0.109357 | 0.111533 | -0.213735 | -0.160190 | -0.141154 | -0.165221 | 0.064732 | 0.021426 | -0.032405 | 0.012660 | 0.081772 | 0.076037 | -0.152338 | -0.000429 | -0.104629 | -0.025518 | 0.176098 | 0.013784 | 0.108993 | 0.162884 | 0.251868 | 0.056923 | -0.089598 | 0.089068 | 0.090163 | -0.039074 | -0.163578 | 0.104300 | 0.150949 | -0.198090 | -0.084979 | -0.084485 | -0.234968 | -0.144438 | -0.185449 | -0.177835 | -0.092090 | -0.117982 | -0.166932 | 0.061004 | 0.177353 | 0.006670 | -0.016150 | 0.084069 | -0.042036 | -0.203264 | 0.020263 |
| 18 | -0.347170 | 0.127631 | 0.289337 | -0.146124 | 0.124241 | 0.116750 | 0.150291 | 0.157309 | 0.167114 | -0.145047 | 0.047077 | 0.233699 | 0.139125 | 0.304518 | -0.074419 | 0.551448 | 0.093223 | -0.086640 | 1.000000 | 0.012834 | 0.132492 | 0.252722 | 0.062795 | 0.090024 | -0.065752 | 0.025210 | 0.116745 | 0.157045 | 0.065114 | -0.028845 | -0.321107 | -0.215117 | -0.088410 | -0.090812 | -0.015249 | -0.043110 | -0.027541 | -0.081558 | -0.103119 | -0.202196 | -0.168695 | -0.071813 | -0.049403 | -0.082165 | -0.183680 | -0.085030 | -0.100959 | -0.241418 | -0.292344 | -0.234970 | -0.115911 | -0.021924 | 0.141449 | 0.258760 | 0.274131 | 0.185768 | 0.175694 | 0.252206 | 0.199155 | 0.095669 | 0.124401 | 0.110342 | 0.037875 | -0.034886 | -0.011271 | 0.067949 | -0.072304 | -0.131516 | -0.099423 | -0.017386 | -0.081516 | 0.032817 | 0.032824 | -0.278334 | -0.107051 | -0.130510 | -0.305594 | -0.212238 | -0.153054 | -0.015013 | -0.086650 | -0.193546 | 0.087291 | -0.014334 | -0.044221 | 0.004501 | -0.154811 | -0.087234 | -0.045349 | -0.029517 | -0.203107 | -0.143101 | -0.082232 | -0.215291 | -0.071033 | -0.082525 | -0.102268 | -0.078212 | -0.161452 | -0.267118 | 0.025703 | 0.053535 | -0.181604 | -0.143809 | -0.187523 | -0.062615 | -0.176746 | -0.221730 | -0.100851 | 0.130898 | -0.104068 | -0.245354 | 0.117741 | -0.176110 | -0.090518 | -0.010441 | -0.065243 | 0.131254 | -0.155756 | -0.156091 | 0.046259 | -0.166811 | -0.063867 | 0.032970 | -0.050702 | 0.066746 | -0.086662 | 0.018036 |
| 19 | -0.189001 | 0.045250 | 0.135780 | 0.059548 | 0.047527 | 0.009717 | -0.013400 | -0.297247 | 0.154274 | -0.019906 | -0.003551 | 0.051331 | -0.214795 | 0.359198 | -0.050810 | -0.205876 | 0.502672 | -0.254181 | 0.012834 | 1.000000 | -0.247589 | -0.362973 | 0.472053 | -0.132617 | -0.015377 | 0.163089 | 0.022429 | -0.093911 | -0.043328 | -0.018523 | 0.204572 | 0.195710 | 0.146904 | 0.250034 | 0.013036 | 0.175183 | -0.037733 | -0.118742 | -0.094552 | -0.114844 | 0.037770 | -0.021495 | -0.029215 | -0.060878 | -0.092171 | -0.073364 | -0.101071 | -0.114833 | -0.004946 | -0.059863 | -0.286285 | -0.268005 | -0.252420 | 0.003478 | 0.103179 | 0.008663 | 0.069825 | 0.048913 | -0.007190 | -0.004027 | -0.001289 | 0.083902 | 0.124588 | -0.005565 | -0.011604 | -0.004047 | 0.042240 | 0.033994 | 0.007695 | 0.122646 | -0.044511 | -0.077899 | 0.022940 | -0.034319 | -0.103748 | 0.004612 | -0.086844 | -0.238630 | -0.107228 | -0.123598 | -0.008332 | 0.054902 | -0.057121 | -0.006186 | -0.015582 | -0.054066 | -0.092631 | -0.212406 | -0.098168 | 0.123841 | -0.037007 | -0.208526 | -0.099022 | 0.075369 | 0.057695 | -0.018362 | -0.164719 | -0.176155 | 0.048117 | -0.023125 | -0.082548 | -0.047912 | -0.041589 | -0.061192 | -0.102837 | -0.163329 | -0.080832 | -0.017888 | -0.206936 | 0.030174 | -0.019700 | -0.164054 | 0.117008 | -0.066739 | -0.083196 | 0.074050 | 0.063422 | 0.102746 | -0.063692 | -0.077022 | 0.153184 | 0.000385 | -0.098178 | -0.028012 | -0.019084 | 0.115900 | -0.049183 | -0.048644 |
| 20 | 0.151128 | -0.097555 | 0.054504 | 0.092449 | -0.053044 | 0.172716 | -0.125962 | -0.063902 | -0.208459 | 0.405198 | 0.263791 | -0.158278 | 0.365419 | -0.078534 | 0.022384 | 0.184054 | -0.358290 | 0.406556 | 0.132492 | -0.247589 | 1.000000 | 0.252222 | -0.218051 | 0.335590 | -0.082714 | -0.037071 | -0.039006 | -0.026424 | -0.019152 | -0.076230 | -0.083380 | -0.093463 | 0.003368 | -0.000134 | -0.054855 | -0.140352 | -0.048420 | -0.068745 | 0.034002 | 0.055980 | 0.123063 | 0.265167 | 0.161376 | 0.165053 | 0.038258 | 0.028211 | -0.033797 | -0.065920 | -0.006045 | -0.084046 | -0.015385 | -0.028691 | 0.011529 | -0.119176 | -0.187982 | -0.221602 | -0.250189 | -0.152180 | -0.026416 | 0.061205 | 0.000634 | 0.052293 | 0.102712 | 0.086331 | 0.109088 | 0.084840 | -0.039504 | -0.008527 | 0.038798 | -0.018294 | 0.033629 | 0.090586 | 0.010021 | -0.115641 | -0.042205 | -0.140174 | -0.003812 | 0.007507 | -0.103499 | 0.117925 | 0.047280 | 0.137601 | 0.131155 | -0.084352 | 0.033780 | -0.058002 | -0.088215 | 0.097411 | 0.021554 | 0.094251 | 0.019878 | 0.023592 | 0.140401 | -0.170662 | 0.021366 | 0.008408 | 0.083535 | 0.091155 | -0.114609 | 0.190969 | 0.233159 | 0.088970 | -0.027585 | 0.030108 | 0.073436 | 0.110588 | 0.001031 | -0.143482 | 0.107923 | 0.094128 | 0.122029 | 0.139899 | 0.056006 | 0.076332 | 0.157571 | 0.158957 | 0.023374 | 0.038006 | 0.039716 | 0.046205 | 0.019356 | 0.151800 | 0.221018 | 0.061856 | 0.103012 | 0.150689 | 0.133698 | -0.066523 |
| 21 | 0.139212 | -0.227893 | -0.126815 | 0.117862 | -0.025830 | 0.160687 | -0.059313 | 0.349937 | -0.286689 | -0.049420 | 0.072838 | -0.173852 | 0.252204 | -0.164364 | 0.024851 | 0.105937 | -0.052578 | 0.070416 | 0.252722 | -0.362973 | 0.252222 | 1.000000 | -0.148382 | 0.262747 | 0.282174 | -0.080931 | 0.120957 | 0.302955 | 0.223512 | 0.110876 | -0.167948 | -0.240132 | -0.206189 | -0.229159 | -0.055115 | -0.250241 | -0.236781 | -0.218482 | -0.221944 | -0.168072 | -0.187186 | -0.049230 | 0.068350 | 0.054047 | 0.098343 | 0.093901 | 0.067885 | 0.196900 | 0.033275 | 0.159945 | 0.291882 | 0.291139 | 0.312134 | 0.069337 | 0.029274 | -0.040901 | -0.022116 | 0.039229 | 0.099797 | 0.139777 | -0.006531 | -0.142290 | -0.225744 | -0.091967 | -0.025592 | 0.080316 | 0.156364 | 0.107953 | -0.101424 | -0.064449 | 0.224816 | 0.121068 | 0.005190 | -0.096524 | -0.006863 | -0.142140 | -0.008111 | 0.065966 | -0.137713 | -0.111878 | -0.045315 | -0.024915 | -0.162319 | -0.128466 | -0.091382 | 0.105273 | 0.171906 | 0.217278 | 0.057993 | -0.180383 | -0.042851 | -0.041872 | -0.032147 | -0.078888 | -0.079819 | -0.025861 | 0.175215 | 0.019635 | 0.015408 | 0.061089 | -0.022887 | 0.118288 | 0.027399 | 0.055884 | -0.007372 | 0.041753 | -0.080748 | -0.040715 | 0.054358 | -0.018947 | 0.146226 | 0.059254 | 0.045570 | 0.180391 | 0.262009 | 0.065334 | 0.008225 | 0.053668 | 0.179205 | 0.152523 | -0.008962 | 0.034245 | 0.188499 | 0.259382 | -0.037133 | 0.097308 | 0.109581 | 0.163087 |
| 22 | -0.372968 | 0.255358 | 0.173529 | -0.286748 | 0.117109 | -0.049933 | -0.069970 | -0.269080 | 0.458889 | -0.358908 | 0.069732 | 0.136657 | -0.383503 | 0.494936 | -0.314199 | 0.131978 | 0.219610 | -0.252913 | 0.062795 | 0.472053 | -0.218051 | -0.148382 | 1.000000 | 0.182067 | 0.337080 | 0.423098 | 0.373607 | 0.084873 | 0.214019 | 0.248321 | 0.100701 | 0.340250 | 0.166260 | 0.275523 | -0.003870 | 0.041713 | -0.139757 | -0.223187 | -0.236473 | -0.360055 | -0.272864 | -0.342704 | -0.229548 | -0.286274 | -0.292716 | -0.183986 | -0.065483 | -0.191903 | -0.238934 | -0.160356 | -0.256265 | -0.178399 | -0.167703 | 0.118843 | 0.131970 | 0.124467 | 0.202946 | 0.174969 | 0.109569 | 0.049908 | 0.219542 | 0.225597 | 0.239436 | -0.002209 | 0.066822 | 0.224865 | 0.131521 | 0.036505 | 0.047172 | 0.240037 | -0.022426 | 0.101433 | 0.070444 | -0.039030 | -0.041484 | -0.135563 | -0.097188 | -0.141950 | -0.118121 | -0.211486 | -0.204095 | -0.229838 | 0.135178 | -0.054909 | -0.236155 | -0.000097 | -0.124932 | -0.187950 | -0.197107 | -0.190136 | -0.286221 | -0.106459 | -0.175212 | -0.125550 | 0.005513 | -0.226677 | -0.196631 | -0.130479 | -0.231979 | -0.412533 | -0.122878 | -0.151710 | -0.290735 | -0.079983 | -0.114094 | -0.140358 | -0.204362 | -0.205477 | -0.230056 | 0.009829 | -0.148742 | -0.259496 | 0.119577 | -0.067905 | -0.007831 | 0.155938 | -0.019122 | 0.051143 | -0.041587 | -0.089399 | 0.155858 | -0.067174 | -0.157363 | -0.058246 | -0.155705 | 0.101568 | -0.038341 | -0.079214 |
| 23 | -0.084365 | -0.308719 | 0.068157 | 0.063023 | -0.140475 | 0.215089 | -0.299759 | -0.109489 | 0.110129 | -0.048391 | 0.029342 | -0.359127 | -0.182280 | 0.219359 | -0.247733 | -0.132880 | 0.120134 | -0.102883 | 0.090024 | -0.132617 | 0.335590 | 0.262747 | 0.182067 | 1.000000 | 0.592062 | 0.514073 | 0.706846 | 0.468914 | 0.428550 | 0.462897 | 0.215910 | 0.214416 | 0.253678 | 0.144087 | 0.150262 | -0.041733 | -0.085150 | -0.104696 | -0.151654 | -0.213457 | -0.238154 | -0.208497 | -0.091585 | -0.029932 | -0.012884 | 0.036964 | 0.050768 | 0.177558 | 0.015981 | -0.006521 | -0.077097 | -0.149723 | -0.028007 | -0.220441 | -0.264562 | -0.165284 | -0.174371 | -0.173396 | -0.112467 | 0.070277 | 0.083712 | -0.084505 | 0.024970 | 0.019070 | 0.044019 | 0.212965 | 0.007677 | 0.062068 | 0.164037 | 0.125097 | 0.132601 | 0.023232 | -0.004983 | 0.036342 | 0.131797 | -0.005121 | 0.047458 | 0.086976 | -0.081850 | -0.191867 | -0.121993 | -0.025374 | -0.006937 | -0.028188 | -0.056583 | 0.021281 | 0.035046 | 0.164896 | 0.015352 | -0.089467 | 0.012632 | -0.092391 | -0.064501 | 0.181444 | 0.071129 | 0.010275 | 0.278589 | -0.003198 | -0.028575 | 0.002553 | -0.019773 | -0.024730 | -0.165341 | 0.067059 | 0.126139 | 0.143594 | -0.114425 | -0.040231 | 0.128728 | -0.014949 | 0.213568 | 0.161151 | 0.122818 | 0.271008 | 0.283179 | 0.203789 | 0.171294 | 0.127800 | 0.289646 | 0.263554 | 0.082828 | 0.104320 | 0.198067 | 0.231248 | -0.074449 | 0.134902 | 0.130034 | -0.041138 |
| 24 | -0.229995 | -0.028427 | 0.122778 | -0.146259 | 0.092903 | -0.079709 | -0.052398 | -0.172314 | 0.248540 | -0.233011 | -0.130138 | -0.271645 | -0.390852 | 0.305049 | -0.241057 | -0.010872 | 0.089667 | -0.027753 | -0.065752 | -0.015377 | -0.082714 | 0.282174 | 0.337080 | 0.592062 | 1.000000 | 0.480641 | 0.706477 | 0.542552 | 0.360221 | 0.365474 | 0.041503 | 0.150162 | 0.057746 | 0.132099 | -0.020877 | 0.028406 | -0.183095 | -0.117873 | -0.145189 | -0.224169 | -0.211302 | -0.327863 | -0.110249 | -0.153011 | -0.058311 | -0.044038 | -0.014853 | 0.075673 | -0.074624 | 0.020825 | -0.029319 | 0.019617 | 0.070353 | -0.024008 | -0.089466 | -0.012729 | -0.081223 | -0.138582 | -0.155487 | -0.009897 | 0.103177 | -0.130093 | 0.038753 | -0.056110 | 0.055478 | 0.238612 | 0.117000 | 0.170052 | 0.174105 | 0.082544 | 0.077294 | 0.132879 | 0.008816 | 0.105653 | 0.067581 | 0.019797 | 0.099741 | 0.083471 | -0.086604 | -0.321915 | -0.114603 | 0.022753 | 0.065445 | -0.015041 | -0.014146 | 0.042538 | 0.161205 | 0.279817 | 0.046353 | -0.217376 | -0.142711 | -0.031277 | -0.031154 | 0.200299 | -0.067891 | -0.060678 | 0.121068 | -0.037072 | 0.050478 | -0.162895 | -0.213546 | -0.079543 | -0.143341 | -0.099567 | 0.099688 | 0.137920 | -0.156466 | -0.105953 | 0.042280 | -0.079586 | 0.016492 | 0.004022 | 0.009572 | 0.222843 | 0.140449 | 0.113144 | 0.029650 | 0.122025 | 0.275297 | 0.066876 | 0.032245 | 0.019712 | 0.185639 | 0.088035 | -0.144474 | 0.136952 | 0.028784 | 0.000861 |
| 25 | -0.063008 | -0.153506 | -0.030598 | -0.118110 | -0.428905 | 0.302324 | -0.203645 | -0.103402 | 0.329395 | -0.016775 | 0.115671 | -0.128453 | -0.189438 | 0.358801 | -0.007844 | -0.112981 | 0.321854 | -0.200887 | 0.025210 | 0.163089 | -0.037071 | -0.080931 | 0.423098 | 0.514073 | 0.480641 | 1.000000 | 0.571301 | 0.460529 | 0.322899 | 0.136558 | 0.122809 | 0.222079 | 0.278063 | 0.159823 | 0.216627 | -0.009786 | -0.092298 | -0.149854 | -0.170016 | -0.234612 | -0.270572 | -0.305983 | -0.251290 | -0.085521 | -0.124894 | -0.029806 | -0.042073 | 0.048774 | 0.042238 | -0.018694 | -0.102267 | -0.080799 | 0.011919 | -0.044611 | -0.015495 | -0.040148 | 0.001168 | -0.075514 | -0.177900 | -0.103280 | -0.011909 | 0.024107 | 0.055340 | 0.047781 | -0.004471 | 0.174757 | -0.004895 | 0.043191 | 0.231260 | 0.173521 | 0.129366 | -0.046236 | -0.036759 | -0.090130 | 0.078066 | 0.042314 | -0.070314 | -0.062872 | -0.123311 | -0.214508 | -0.095343 | 0.083668 | 0.015566 | 0.012419 | -0.111590 | 0.049787 | 0.095442 | -0.046823 | -0.088927 | -0.028914 | 0.004562 | -0.160211 | -0.143419 | 0.061184 | 0.053932 | -0.051138 | 0.075071 | -0.145555 | -0.031221 | -0.084353 | -0.233510 | -0.115002 | -0.205210 | 0.034800 | 0.026147 | -0.055718 | -0.152372 | -0.008576 | 0.018463 | -0.085360 | 0.103081 | 0.061987 | 0.126743 | 0.148779 | 0.203712 | 0.241409 | 0.318816 | 0.238131 | 0.297582 | 0.246920 | 0.145631 | 0.203038 | 0.046063 | 0.176781 | -0.058879 | 0.080347 | 0.165301 | -0.066204 |
| 26 | -0.277980 | -0.072868 | 0.089097 | -0.129934 | 0.069409 | 0.012192 | -0.234080 | -0.189234 | 0.388701 | -0.288595 | -0.051675 | -0.262354 | -0.413165 | 0.339354 | -0.410420 | 0.085018 | 0.114087 | -0.229274 | 0.116745 | 0.022429 | -0.039006 | 0.120957 | 0.373607 | 0.706846 | 0.706477 | 0.571301 | 1.000000 | 0.625305 | 0.546317 | 0.582162 | 0.132135 | 0.285362 | 0.243198 | 0.252853 | 0.161335 | 0.031082 | -0.170224 | -0.146160 | -0.241982 | -0.366736 | -0.349590 | -0.404986 | -0.196785 | -0.236354 | -0.206560 | -0.101856 | -0.006901 | 0.025669 | -0.143717 | -0.088060 | -0.124503 | -0.138883 | -0.028351 | -0.002779 | -0.056341 | 0.031385 | 0.005900 | 0.002144 | -0.032755 | 0.067188 | 0.165682 | -0.026305 | 0.130895 | -0.010227 | 0.096456 | 0.250188 | 0.040837 | 0.085668 | 0.208378 | 0.225568 | 0.074378 | 0.062121 | -0.024231 | 0.054731 | 0.091231 | -0.022726 | 0.017527 | -0.011409 | -0.161848 | -0.250017 | -0.175084 | -0.174860 | 0.067420 | -0.040868 | -0.101438 | 0.067800 | 0.100779 | 0.109651 | -0.002154 | -0.148382 | -0.152446 | -0.132610 | -0.125114 | 0.193812 | -0.035956 | -0.100467 | 0.103215 | -0.039876 | -0.060279 | -0.243292 | -0.165293 | -0.119934 | -0.202609 | -0.057401 | 0.016158 | 0.036101 | -0.173782 | -0.128042 | 0.006462 | -0.073767 | 0.062575 | 0.058072 | 0.065575 | 0.256156 | 0.193729 | 0.183254 | 0.148589 | 0.135454 | 0.276729 | 0.221904 | 0.050974 | 0.021865 | 0.176584 | 0.102687 | -0.060816 | 0.096875 | 0.046289 | -0.046201 |
| 27 | -0.075339 | -0.303445 | -0.044628 | 0.035054 | -0.141176 | 0.210139 | -0.132103 | 0.099042 | 0.160059 | -0.189375 | -0.061121 | -0.251372 | -0.125808 | 0.238946 | -0.164487 | -0.021475 | 0.307444 | -0.150634 | 0.157045 | -0.093911 | -0.026424 | 0.302955 | 0.084873 | 0.468914 | 0.542552 | 0.460529 | 0.625305 | 1.000000 | 0.564876 | 0.414832 | 0.069865 | -0.022702 | 0.055440 | -0.052921 | 0.149832 | -0.141938 | -0.192155 | -0.182087 | -0.229088 | -0.241388 | -0.301105 | -0.279835 | -0.184116 | -0.161945 | -0.212831 | -0.005659 | 0.076845 | 0.161689 | 0.011274 | 0.034801 | 0.120020 | 0.086649 | 0.170668 | 0.029399 | 0.006970 | 0.016868 | -0.027340 | -0.031780 | -0.027686 | 0.102228 | 0.146716 | -0.065314 | -0.092659 | -0.054707 | -0.061492 | 0.140456 | 0.101243 | 0.149771 | 0.128920 | -0.011148 | 0.094809 | 0.091625 | 0.026812 | -0.090214 | -0.027862 | -0.107102 | 0.039098 | 0.062109 | -0.204545 | -0.267399 | -0.102677 | 0.000414 | -0.049029 | 0.054845 | -0.095271 | 0.072795 | 0.270007 | 0.190084 | 0.051167 | -0.149217 | -0.077141 | -0.083224 | 0.051460 | 0.200212 | -0.021356 | 0.076713 | 0.247023 | -0.019561 | 0.116351 | -0.033697 | -0.163422 | 0.005738 | -0.121739 | -0.017119 | 0.046044 | 0.136351 | -0.061080 | -0.001863 | 0.092784 | -0.029761 | 0.199347 | 0.140294 | 0.059442 | 0.320196 | 0.305958 | 0.070456 | 0.203458 | 0.208478 | 0.325375 | 0.163228 | -0.060570 | 0.041751 | 0.130948 | 0.199501 | -0.108552 | 0.129738 | 0.085932 | 0.010130 |
| 28 | -0.095081 | -0.095520 | 0.015972 | -0.022287 | 0.005197 | 0.015108 | -0.265124 | -0.004345 | 0.213720 | -0.290710 | 0.039797 | -0.259427 | -0.249495 | 0.296526 | -0.289763 | 0.077828 | 0.194630 | -0.157731 | 0.065114 | -0.043328 | -0.019152 | 0.223512 | 0.214019 | 0.428550 | 0.360221 | 0.322899 | 0.546317 | 0.564876 | 1.000000 | 0.756177 | 0.482162 | 0.475278 | 0.214556 | 0.246833 | 0.134635 | -0.020484 | -0.188137 | -0.294287 | -0.384552 | -0.424960 | -0.429993 | -0.369962 | -0.155479 | -0.246567 | -0.136613 | -0.110996 | -0.039638 | 0.025488 | -0.215747 | -0.100905 | -0.061335 | -0.058135 | 0.006008 | -0.079172 | -0.097276 | 0.032825 | 0.051448 | 0.096565 | 0.162003 | 0.250496 | 0.251343 | 0.024284 | 0.057000 | 0.053970 | 0.137241 | 0.300265 | 0.252460 | 0.154464 | 0.201635 | 0.254348 | 0.216146 | 0.158893 | -0.049879 | 0.042218 | 0.092595 | -0.133892 | -0.007100 | 0.013188 | -0.240997 | -0.352292 | -0.270539 | -0.301795 | -0.149804 | -0.162150 | -0.163014 | 0.062315 | 0.239223 | 0.083557 | -0.076406 | -0.063042 | -0.073740 | -0.126122 | -0.039622 | 0.259403 | -0.037277 | -0.040696 | 0.236534 | -0.040275 | -0.051066 | -0.138398 | -0.139155 | -0.036802 | -0.190803 | -0.052948 | 0.057070 | -0.103147 | -0.197374 | -0.041594 | -0.050420 | -0.117243 | 0.173662 | 0.100391 | 0.043346 | 0.315115 | 0.279602 | 0.151276 | -0.042328 | 0.054169 | 0.238458 | 0.169046 | 0.122408 | 0.102353 | 0.236889 | 0.071543 | -0.074469 | 0.181012 | 0.084817 | 0.030463 |
| 29 | -0.119527 | -0.212923 | -0.031363 | 0.055031 | 0.133230 | -0.005902 | -0.322687 | -0.095094 | 0.289588 | -0.375486 | -0.084901 | -0.308310 | -0.379490 | 0.189093 | -0.498240 | 0.000291 | 0.117974 | -0.314347 | -0.028845 | -0.018523 | -0.076230 | 0.110876 | 0.248321 | 0.462897 | 0.365474 | 0.136558 | 0.582162 | 0.414832 | 0.756177 | 1.000000 | 0.615002 | 0.586299 | 0.431526 | 0.275212 | 0.241375 | 0.072716 | -0.076759 | -0.141846 | -0.251254 | -0.295774 | -0.330780 | -0.312494 | -0.098501 | -0.215859 | -0.180875 | -0.086786 | 0.098420 | 0.120860 | -0.160944 | -0.071634 | -0.085086 | -0.128961 | -0.074822 | -0.116262 | -0.169215 | -0.037293 | -0.015717 | 0.000289 | 0.109787 | 0.196086 | 0.212480 | 0.041440 | 0.060157 | -0.019975 | 0.025696 | 0.164416 | 0.142730 | 0.099569 | 0.159695 | 0.221397 | 0.116398 | 0.066026 | -0.008939 | 0.154063 | 0.068564 | -0.105495 | 0.121122 | 0.063259 | -0.165762 | -0.222352 | -0.236222 | -0.352091 | -0.083525 | -0.021797 | -0.120199 | 0.011090 | 0.193522 | 0.091627 | -0.052371 | -0.044448 | -0.064374 | -0.022515 | 0.057102 | 0.299051 | 0.101373 | 0.050673 | 0.238708 | 0.078291 | 0.006950 | -0.102336 | -0.053078 | -0.076383 | -0.101607 | 0.057640 | 0.123410 | 0.066184 | -0.129971 | -0.029150 | 0.032163 | -0.036651 | 0.146096 | 0.120678 | 0.193592 | 0.357354 | 0.279695 | 0.138808 | -0.047771 | 0.062181 | 0.163545 | 0.173711 | 0.091474 | -0.048571 | 0.196404 | -0.012407 | -0.183622 | 0.112045 | -0.047970 | -0.009256 |
| 30 | 0.112583 | -0.245427 | -0.085221 | 0.193197 | -0.231319 | 0.024321 | -0.250512 | -0.186952 | 0.086249 | 0.041105 | 0.055141 | -0.344217 | -0.170834 | 0.129462 | -0.235625 | -0.268765 | 0.277450 | -0.113485 | -0.321107 | 0.204572 | -0.083380 | -0.167948 | 0.100701 | 0.215910 | 0.041503 | 0.122809 | 0.132135 | 0.069865 | 0.482162 | 0.615002 | 1.000000 | 0.808913 | 0.669118 | 0.543323 | 0.192950 | 0.266041 | 0.039724 | -0.070568 | -0.106104 | -0.137151 | -0.101363 | -0.124891 | -0.003239 | 0.017376 | 0.080256 | -0.027134 | 0.002963 | 0.158771 | 0.077977 | 0.010592 | -0.214601 | -0.210276 | -0.167739 | -0.316046 | -0.373457 | -0.297026 | -0.231923 | -0.210595 | -0.089376 | 0.031712 | 0.048268 | 0.044468 | 0.079469 | 0.075465 | 0.105615 | 0.119905 | 0.124624 | 0.138832 | 0.218049 | 0.280465 | 0.172777 | -0.002343 | -0.022742 | 0.166362 | 0.115961 | 0.075569 | 0.119599 | -0.096032 | -0.118380 | -0.102206 | -0.063388 | -0.147245 | -0.281576 | -0.047871 | 0.012541 | -0.086421 | 0.046055 | -0.075681 | -0.111019 | 0.180391 | 0.167430 | -0.044840 | -0.033112 | 0.341738 | 0.218961 | 0.128144 | 0.229448 | -0.091912 | 0.118151 | 0.189937 | -0.007494 | 0.003080 | -0.000075 | 0.146968 | 0.180965 | -0.015386 | -0.057825 | 0.048603 | -0.034076 | -0.087508 | 0.124907 | 0.219239 | 0.226045 | 0.278186 | 0.316685 | 0.218067 | 0.046740 | 0.119874 | 0.224070 | 0.177436 | 0.194080 | 0.164260 | 0.090423 | 0.004275 | -0.087067 | 0.118190 | 0.054579 | -0.052335 |
| 31 | -0.070821 | 0.021505 | 0.070971 | 0.014647 | -0.141350 | 0.012636 | -0.231721 | -0.251439 | 0.346730 | -0.120873 | 0.118381 | -0.193247 | -0.303674 | 0.279689 | -0.290212 | -0.034363 | 0.191264 | -0.080541 | -0.215117 | 0.195710 | -0.093463 | -0.240132 | 0.340250 | 0.214416 | 0.150162 | 0.222079 | 0.285362 | -0.022702 | 0.475278 | 0.586299 | 0.808913 | 1.000000 | 0.740938 | 0.629382 | 0.273457 | 0.250179 | 0.063907 | -0.088313 | -0.179725 | -0.280804 | -0.269112 | -0.330954 | -0.176635 | -0.199454 | -0.103366 | -0.199966 | -0.209726 | -0.125337 | -0.176942 | -0.173876 | -0.326240 | -0.210538 | -0.166306 | -0.185773 | -0.245967 | -0.181001 | -0.088420 | -0.088641 | 0.017115 | 0.105227 | 0.211105 | 0.250722 | 0.259002 | 0.166211 | 0.240028 | 0.293839 | 0.229164 | 0.156749 | 0.231284 | 0.411135 | 0.198427 | 0.095805 | 0.034655 | 0.142904 | 0.179800 | 0.010614 | 0.067391 | -0.063631 | -0.136380 | -0.114449 | -0.174540 | -0.281043 | -0.103345 | -0.108309 | -0.150867 | -0.089165 | -0.017487 | -0.161546 | -0.205618 | 0.046508 | -0.012173 | -0.075425 | -0.084099 | 0.157810 | 0.091080 | -0.054180 | 0.110837 | -0.107435 | -0.120250 | -0.083393 | -0.091336 | -0.145495 | -0.223767 | -0.036031 | 0.025078 | -0.151826 | -0.261355 | -0.165839 | -0.164232 | -0.146582 | -0.042047 | 0.026738 | 0.195421 | 0.113194 | 0.193891 | 0.272770 | -0.043164 | 0.066917 | 0.115180 | 0.103997 | 0.239940 | 0.157075 | 0.096279 | -0.062921 | -0.136791 | 0.054847 | -0.005281 | -0.169597 |
| 32 | 0.115134 | -0.197638 | -0.125628 | 0.133634 | -0.253378 | 0.135213 | -0.277665 | -0.252413 | 0.320501 | 0.032109 | 0.073368 | -0.234344 | -0.180372 | 0.154070 | -0.286825 | -0.137033 | 0.157784 | -0.133583 | -0.088410 | 0.146904 | 0.003368 | -0.206189 | 0.166260 | 0.253678 | 0.057746 | 0.278063 | 0.243198 | 0.055440 | 0.214556 | 0.431526 | 0.669118 | 0.740938 | 1.000000 | 0.702295 | 0.435497 | 0.342757 | 0.078740 | 0.068194 | -0.010345 | -0.075788 | -0.102716 | -0.166804 | -0.018529 | 0.031811 | -0.025984 | -0.108239 | -0.097527 | -0.047348 | 0.007791 | -0.091377 | -0.259309 | -0.183131 | -0.126760 | -0.173174 | -0.305481 | -0.299389 | -0.231898 | -0.232392 | -0.136336 | -0.083441 | 0.032800 | 0.145022 | 0.133766 | 0.069586 | 0.106596 | 0.102068 | 0.058674 | 0.114655 | 0.177756 | 0.235789 | 0.153719 | 0.074994 | 0.026216 | 0.087206 | 0.114914 | 0.044165 | 0.083003 | -0.069520 | -0.072889 | 0.038126 | -0.025137 | -0.102873 | -0.021908 | 0.043142 | -0.009930 | 0.002018 | 0.089856 | -0.103699 | -0.146075 | 0.140020 | 0.106763 | 0.017161 | -0.057260 | 0.129875 | 0.218037 | 0.096440 | 0.163364 | -0.019074 | -0.010589 | 0.035063 | 0.037657 | -0.075891 | -0.150435 | 0.101652 | 0.108265 | -0.001051 | -0.088959 | -0.103032 | -0.057016 | -0.065847 | -0.053972 | 0.143107 | 0.347764 | 0.172876 | 0.248505 | 0.342037 | 0.189250 | 0.225670 | 0.196089 | 0.196634 | 0.241068 | 0.149922 | 0.124827 | 0.044864 | -0.124873 | 0.057598 | 0.051304 | -0.107760 |
| 33 | -0.019576 | 0.081138 | 0.060641 | -0.049976 | -0.049558 | -0.113320 | -0.132512 | -0.367734 | 0.253367 | 0.014669 | 0.095770 | -0.186301 | -0.214863 | 0.269786 | -0.386441 | 0.007487 | 0.078603 | -0.045900 | -0.090812 | 0.250034 | -0.000134 | -0.229159 | 0.275523 | 0.144087 | 0.132099 | 0.159823 | 0.252853 | -0.052921 | 0.246833 | 0.275212 | 0.543323 | 0.629382 | 0.702295 | 1.000000 | 0.311685 | 0.349282 | 0.008337 | -0.080970 | -0.035891 | -0.154905 | -0.064483 | -0.160084 | -0.000904 | 0.022268 | 0.076626 | -0.103566 | -0.167328 | -0.136172 | -0.094472 | -0.149817 | -0.364090 | -0.258473 | -0.178973 | -0.089862 | -0.211971 | -0.197956 | -0.165279 | -0.139353 | -0.076934 | -0.103030 | 0.001436 | 0.059995 | 0.222746 | 0.118801 | 0.220333 | 0.169750 | 0.032044 | 0.084388 | 0.152818 | 0.290855 | 0.123646 | 0.158097 | 0.031093 | 0.061498 | 0.116243 | 0.035539 | -0.056889 | -0.214965 | -0.139265 | -0.005526 | -0.026677 | -0.170088 | 0.004229 | -0.052820 | 0.072774 | 0.005214 | -0.037590 | -0.065352 | -0.144549 | 0.087101 | 0.005854 | -0.014976 | -0.148651 | 0.067856 | 0.094030 | -0.038469 | -0.003157 | -0.082801 | -0.051597 | -0.104273 | 0.021262 | -0.099229 | -0.152352 | -0.001294 | -0.018782 | -0.086031 | -0.112647 | -0.178149 | -0.193771 | -0.049573 | -0.095266 | 0.007944 | 0.193253 | 0.087288 | 0.123358 | 0.293418 | 0.098426 | 0.141755 | 0.194104 | 0.127516 | 0.192171 | 0.166514 | 0.141880 | 0.027007 | 0.017187 | 0.110432 | 0.086121 | -0.122677 |
| 34 | 0.075051 | -0.270296 | -0.113024 | 0.118040 | -0.263679 | 0.252286 | -0.166988 | -0.053910 | 0.271634 | -0.054846 | 0.015746 | -0.047322 | -0.240108 | -0.075632 | -0.101121 | -0.149687 | 0.206418 | -0.214508 | -0.015249 | 0.013036 | -0.054855 | -0.055115 | -0.003870 | 0.150262 | -0.020877 | 0.216627 | 0.161335 | 0.149832 | 0.134635 | 0.241375 | 0.192950 | 0.273457 | 0.435497 | 0.311685 | 1.000000 | 0.426126 | 0.281668 | 0.243716 | 0.020241 | -0.017464 | -0.199658 | -0.291329 | -0.256941 | -0.144747 | -0.010642 | 0.005726 | -0.093355 | 0.044145 | 0.073726 | 0.026246 | -0.064534 | -0.062408 | -0.029875 | -0.078319 | 0.031691 | 0.038835 | -0.013436 | -0.108963 | -0.110710 | -0.128251 | -0.132585 | -0.094497 | -0.137456 | 0.022470 | -0.083467 | -0.102513 | 0.016616 | 0.110819 | 0.092814 | 0.083006 | 0.155587 | 0.041098 | 0.177763 | 0.243201 | 0.276821 | 0.117651 | 0.128533 | 0.151062 | 0.091515 | 0.042037 | -0.036915 | -0.036177 | -0.050818 | 0.188007 | -0.089419 | -0.029630 | 0.234038 | -0.078084 | -0.224201 | 0.047218 | 0.247088 | -0.060067 | -0.030217 | 0.107516 | 0.031056 | 0.014739 | 0.144417 | 0.050141 | -0.085878 | 0.027686 | 0.007203 | -0.057348 | 0.013395 | 0.089740 | 0.057702 | 0.086842 | -0.066640 | 0.095009 | 0.094781 | -0.148675 | 0.052015 | 0.034104 | 0.054917 | 0.095211 | 0.100583 | 0.020660 | 0.021276 | -0.040893 | 0.041581 | 0.169187 | 0.018695 | 0.079140 | 0.159664 | 0.048303 | -0.218921 | -0.070431 | 0.034227 | -0.151324 |
| 35 | -0.247601 | -0.081726 | 0.216783 | -0.010231 | -0.064932 | -0.000135 | 0.014586 | -0.385993 | 0.292134 | 0.153421 | -0.158307 | -0.050520 | -0.234988 | 0.031755 | -0.059016 | -0.088626 | 0.121642 | 0.140061 | -0.043110 | 0.175183 | -0.140352 | -0.250241 | 0.041713 | -0.041733 | 0.028406 | -0.009786 | 0.031082 | -0.141938 | -0.020484 | 0.072716 | 0.266041 | 0.250179 | 0.342757 | 0.349282 | 0.426126 | 1.000000 | 0.673322 | 0.608618 | 0.516591 | 0.225007 | 0.211842 | -0.031323 | -0.037230 | 0.077540 | 0.226111 | 0.156539 | -0.033940 | -0.175006 | -0.103886 | -0.024323 | -0.212840 | -0.313424 | -0.398742 | -0.379508 | -0.325589 | -0.229913 | -0.305027 | -0.323458 | -0.323054 | -0.276899 | -0.147334 | -0.234770 | -0.090386 | -0.149562 | -0.025129 | -0.137125 | -0.195274 | -0.004217 | 0.002211 | -0.006541 | -0.064900 | 0.126684 | 0.112604 | 0.364124 | 0.304700 | 0.334002 | 0.320295 | 0.009327 | 0.168946 | 0.083348 | 0.102108 | 0.051793 | 0.036713 | 0.134400 | 0.056451 | -0.035536 | 0.066315 | 0.071354 | -0.134444 | 0.189160 | 0.282785 | 0.068838 | -0.044869 | 0.143126 | 0.241929 | 0.054471 | -0.012199 | 0.096858 | 0.206349 | 0.085043 | 0.142879 | 0.285870 | 0.195416 | 0.187178 | 0.315053 | 0.186712 | 0.169918 | 0.241148 | 0.144504 | -0.106830 | -0.260682 | -0.013196 | 0.046138 | -0.201905 | -0.165467 | -0.040391 | -0.270403 | -0.203375 | -0.100625 | -0.155162 | 0.053607 | -0.014076 | 0.059500 | -0.166429 | -0.227728 | 0.000996 | -0.290720 | -0.035041 |
| 36 | -0.187775 | -0.200465 | 0.207145 | 0.071041 | -0.149418 | 0.168430 | -0.033895 | -0.077401 | 0.157880 | 0.155251 | -0.172394 | 0.003396 | -0.011968 | -0.198907 | 0.086211 | -0.081808 | 0.090360 | 0.173354 | -0.027541 | -0.037733 | -0.048420 | -0.236781 | -0.139757 | -0.085150 | -0.183095 | -0.092298 | -0.170224 | -0.192155 | -0.188137 | -0.076759 | 0.039724 | 0.063907 | 0.078740 | 0.008337 | 0.281668 | 0.673322 | 1.000000 | 0.818124 | 0.745809 | 0.517614 | 0.258800 | 0.088191 | -0.120569 | 0.032450 | 0.140917 | 0.192077 | 0.012533 | -0.209188 | -0.185259 | -0.048410 | 0.027006 | -0.148554 | -0.343228 | -0.388481 | -0.309583 | -0.244881 | -0.244822 | -0.295074 | -0.216733 | -0.150125 | -0.094093 | -0.146275 | -0.205053 | -0.104914 | -0.120362 | -0.200184 | -0.313785 | -0.273111 | -0.221285 | -0.186263 | -0.158895 | -0.011590 | 0.070322 | 0.228450 | 0.376466 | 0.378319 | 0.419202 | 0.203942 | 0.206726 | 0.283872 | 0.207426 | 0.101944 | 0.054038 | 0.142338 | -0.003740 | -0.021206 | 0.001254 | 0.091885 | -0.043127 | 0.139790 | 0.287675 | 0.200153 | 0.116889 | -0.002572 | 0.372247 | 0.190784 | 0.044889 | 0.254326 | 0.277106 | 0.185295 | 0.184339 | 0.399179 | 0.303218 | 0.229894 | 0.299754 | 0.280387 | 0.194751 | 0.273638 | 0.213540 | -0.036595 | -0.173709 | -0.127228 | -0.006198 | -0.320049 | -0.333296 | -0.226252 | -0.278413 | -0.333930 | -0.259367 | -0.213133 | -0.181730 | -0.059014 | -0.021552 | -0.194377 | -0.228495 | -0.233514 | -0.401860 | -0.132302 |
| 37 | -0.074570 | -0.209482 | 0.046537 | 0.057043 | -0.048325 | -0.058318 | -0.017114 | -0.178871 | 0.198638 | 0.117179 | -0.320531 | 0.017050 | -0.184388 | -0.326794 | 0.067500 | -0.119851 | -0.079117 | 0.109337 | -0.081558 | -0.118742 | -0.068745 | -0.218482 | -0.223187 | -0.104696 | -0.117873 | -0.149854 | -0.146160 | -0.182087 | -0.294287 | -0.141846 | -0.070568 | -0.088313 | 0.068194 | -0.080970 | 0.243716 | 0.608618 | 0.818124 | 1.000000 | 0.862198 | 0.693542 | 0.467651 | 0.170661 | 0.064443 | 0.100488 | 0.150998 | 0.252684 | 0.089919 | -0.144875 | -0.142774 | -0.065787 | 0.044162 | -0.111629 | -0.301542 | -0.339284 | -0.303747 | -0.197478 | -0.292498 | -0.343224 | -0.286629 | -0.241825 | -0.157383 | -0.267115 | -0.273610 | -0.232758 | -0.203983 | -0.324007 | -0.372750 | -0.332569 | -0.281734 | -0.249486 | -0.251531 | -0.110304 | -0.075125 | 0.285280 | 0.330905 | 0.486205 | 0.533685 | 0.281001 | 0.351834 | 0.326458 | 0.330481 | 0.210278 | 0.076052 | 0.215007 | 0.156546 | 0.043981 | 0.059784 | 0.146823 | 0.026725 | 0.157112 | 0.282282 | 0.261099 | 0.127448 | 0.124648 | 0.383702 | 0.231588 | 0.093530 | 0.280069 | 0.308529 | 0.248793 | 0.261934 | 0.405181 | 0.413215 | 0.295701 | 0.351998 | 0.338133 | 0.320767 | 0.302944 | 0.225269 | -0.019680 | -0.129453 | -0.056823 | -0.085470 | -0.251656 | -0.344096 | -0.226996 | -0.275208 | -0.310996 | -0.226410 | -0.248663 | -0.254455 | -0.143949 | 0.039549 | -0.268256 | -0.265786 | -0.180219 | -0.301894 | -0.095576 |
| 38 | -0.022128 | -0.263023 | 0.046616 | 0.097384 | -0.060367 | -0.091994 | -0.059135 | -0.202420 | 0.043760 | 0.247283 | -0.304906 | -0.102706 | -0.022350 | -0.297836 | 0.028234 | -0.185103 | -0.147866 | 0.196719 | -0.103119 | -0.094552 | 0.034002 | -0.221944 | -0.236473 | -0.151654 | -0.145189 | -0.170016 | -0.241982 | -0.229088 | -0.384552 | -0.251254 | -0.106104 | -0.179725 | -0.010345 | -0.035891 | 0.020241 | 0.516591 | 0.745809 | 0.862198 | 1.000000 | 0.849654 | 0.679253 | 0.446244 | 0.224387 | 0.331897 | 0.280148 | 0.390995 | 0.280566 | -0.059170 | -0.075810 | -0.017662 | 0.066324 | -0.162314 | -0.331491 | -0.373614 | -0.408254 | -0.369455 | -0.433400 | -0.425701 | -0.327944 | -0.268292 | -0.205835 | -0.268010 | -0.291004 | -0.321380 | -0.296473 | -0.386780 | -0.434379 | -0.408943 | -0.351247 | -0.312377 | -0.299204 | -0.150097 | -0.137396 | 0.136924 | 0.156477 | 0.416963 | 0.526843 | 0.203912 | 0.253356 | 0.388549 | 0.417805 | 0.281380 | 0.138258 | 0.183717 | 0.202265 | 0.099816 | 0.005714 | 0.196499 | 0.157943 | 0.220296 | 0.232377 | 0.326419 | 0.225375 | 0.032289 | 0.460931 | 0.370402 | 0.082543 | 0.333721 | 0.456643 | 0.352772 | 0.337418 | 0.422865 | 0.445586 | 0.393195 | 0.345126 | 0.349979 | 0.447252 | 0.318244 | 0.226419 | 0.127761 | -0.094292 | 0.000145 | 0.048853 | -0.262184 | -0.316761 | -0.126600 | -0.178937 | -0.228403 | -0.181670 | -0.230776 | -0.240523 | -0.171366 | 0.007779 | -0.230938 | -0.207384 | -0.125332 | -0.310866 | -0.029039 |
| 39 | 0.164072 | -0.330176 | -0.154269 | 0.192587 | -0.001293 | -0.212702 | -0.104613 | -0.155424 | -0.128814 | 0.279855 | -0.312696 | -0.126025 | -0.014458 | -0.417420 | 0.047676 | -0.311433 | -0.193549 | 0.080864 | -0.202196 | -0.114844 | 0.055980 | -0.168072 | -0.360055 | -0.213457 | -0.224169 | -0.234612 | -0.366736 | -0.241388 | -0.424960 | -0.295774 | -0.137151 | -0.280804 | -0.075788 | -0.154905 | -0.017464 | 0.225007 | 0.517614 | 0.693542 | 0.849654 | 1.000000 | 0.822064 | 0.652982 | 0.437737 | 0.394259 | 0.296628 | 0.370495 | 0.367408 | 0.098162 | 0.041732 | 0.017437 | 0.136101 | -0.050410 | -0.213252 | -0.275816 | -0.347435 | -0.343542 | -0.403910 | -0.417795 | -0.305964 | -0.294069 | -0.341758 | -0.338356 | -0.373144 | -0.322434 | -0.379804 | -0.516771 | -0.365175 | -0.347079 | -0.341695 | -0.370092 | -0.302841 | -0.271191 | -0.219150 | 0.088419 | -0.010313 | 0.319689 | 0.461261 | 0.235834 | 0.293734 | 0.477075 | 0.529190 | 0.376193 | 0.102187 | 0.240938 | 0.357202 | 0.175847 | 0.095570 | 0.214643 | 0.245612 | 0.284258 | 0.271397 | 0.351304 | 0.340122 | 0.124994 | 0.415535 | 0.521508 | 0.177812 | 0.296501 | 0.439075 | 0.443551 | 0.327266 | 0.347271 | 0.491180 | 0.353387 | 0.314259 | 0.352125 | 0.494947 | 0.311435 | 0.186812 | 0.159664 | 0.067608 | 0.106437 | 0.056778 | -0.059556 | -0.240872 | -0.087256 | 0.008883 | -0.192539 | -0.172447 | -0.146689 | -0.321316 | -0.221691 | 0.023278 | -0.190757 | -0.135219 | -0.146385 | -0.131024 | 0.002701 |
| 40 | 0.160865 | -0.181571 | -0.096905 | 0.062879 | 0.064014 | -0.299560 | -0.053057 | -0.387574 | -0.205546 | 0.380140 | -0.236451 | -0.077325 | -0.041786 | -0.257064 | 0.058654 | -0.312483 | -0.214729 | 0.122515 | -0.168695 | 0.037770 | 0.123063 | -0.187186 | -0.272864 | -0.238154 | -0.211302 | -0.270572 | -0.349590 | -0.301105 | -0.429993 | -0.330780 | -0.101363 | -0.269112 | -0.102716 | -0.064483 | -0.199658 | 0.211842 | 0.258800 | 0.467651 | 0.679253 | 0.822064 | 1.000000 | 0.851911 | 0.664690 | 0.568331 | 0.312268 | 0.449389 | 0.407111 | 0.119401 | 0.095548 | -0.056202 | -0.053476 | -0.241656 | -0.330291 | -0.296698 | -0.385282 | -0.395806 | -0.475136 | -0.424248 | -0.315658 | -0.334252 | -0.404225 | -0.348984 | -0.210215 | -0.327662 | -0.356042 | -0.519407 | -0.393717 | -0.262228 | -0.309300 | -0.351723 | -0.359328 | -0.216032 | -0.178711 | -0.044720 | -0.206155 | 0.227658 | 0.243627 | -0.025948 | 0.227500 | 0.393697 | 0.507157 | 0.391498 | 0.116009 | 0.227468 | 0.450427 | 0.124881 | -0.053298 | 0.270948 | 0.292314 | 0.313786 | 0.233038 | 0.279499 | 0.295361 | 0.187991 | 0.391355 | 0.445550 | 0.128051 | 0.187630 | 0.390230 | 0.425462 | 0.324656 | 0.272025 | 0.389796 | 0.314156 | 0.239391 | 0.231361 | 0.522846 | 0.276265 | 0.098894 | 0.241457 | 0.108950 | 0.214488 | 0.087826 | -0.076151 | -0.124085 | 0.054636 | 0.056403 | -0.125303 | -0.117109 | -0.135701 | -0.229345 | -0.203638 | -0.006504 | -0.137604 | -0.028750 | 0.022325 | -0.032437 | 0.034787 |
| 41 | 0.250319 | -0.217478 | -0.165634 | 0.115612 | 0.086834 | -0.227849 | -0.044574 | -0.209362 | -0.433379 | 0.404660 | -0.142035 | -0.100001 | 0.210675 | -0.283594 | 0.047786 | -0.286610 | -0.262318 | 0.128866 | -0.071813 | -0.021495 | 0.265167 | -0.049230 | -0.342704 | -0.208497 | -0.327863 | -0.305983 | -0.404986 | -0.279835 | -0.369962 | -0.312494 | -0.124891 | -0.330954 | -0.166804 | -0.160084 | -0.291329 | -0.031323 | 0.088191 | 0.170661 | 0.446244 | 0.652982 | 0.851911 | 1.000000 | 0.816704 | 0.707714 | 0.396157 | 0.402563 | 0.450891 | 0.200634 | 0.214877 | 0.053271 | 0.049473 | -0.169321 | -0.232237 | -0.214075 | -0.323795 | -0.388500 | -0.447168 | -0.349775 | -0.210203 | -0.223168 | -0.385966 | -0.287997 | -0.167659 | -0.266581 | -0.339379 | -0.496623 | -0.370733 | -0.241666 | -0.265701 | -0.367939 | -0.316989 | -0.167325 | -0.113699 | -0.176772 | -0.348884 | 0.056268 | 0.054676 | -0.118204 | 0.083853 | 0.339720 | 0.434451 | 0.337982 | 0.065004 | 0.152671 | 0.418665 | 0.138219 | -0.056185 | 0.252628 | 0.361978 | 0.361206 | 0.251911 | 0.243272 | 0.338339 | 0.144763 | 0.324996 | 0.488995 | 0.162415 | 0.180048 | 0.322060 | 0.451390 | 0.340425 | 0.195507 | 0.282831 | 0.290976 | 0.194773 | 0.130960 | 0.495683 | 0.228064 | 0.070710 | 0.253227 | 0.181245 | 0.302486 | 0.166806 | 0.058341 | 0.029687 | 0.142056 | 0.179978 | 0.022352 | -0.045145 | 0.003563 | -0.106991 | -0.139036 | 0.007096 | -0.010700 | 0.148138 | 0.067337 | 0.074929 | 0.131326 |
| 42 | 0.191262 | -0.186975 | -0.191096 | 0.082094 | 0.237183 | -0.374558 | -0.030316 | -0.303464 | -0.329903 | 0.204215 | -0.271466 | -0.153227 | 0.016497 | -0.214224 | -0.146791 | -0.222288 | -0.295480 | -0.060195 | -0.049403 | -0.029215 | 0.161376 | 0.068350 | -0.229548 | -0.091585 | -0.110249 | -0.251290 | -0.196785 | -0.184116 | -0.155479 | -0.098501 | -0.003239 | -0.176635 | -0.018529 | -0.000904 | -0.256941 | -0.037230 | -0.120569 | 0.064443 | 0.224387 | 0.437737 | 0.664690 | 0.816704 | 1.000000 | 0.792793 | 0.479635 | 0.380676 | 0.362691 | 0.224773 | 0.187685 | 0.052706 | 0.027755 | -0.141480 | -0.163493 | -0.131153 | -0.281546 | -0.337998 | -0.454443 | -0.362995 | -0.224141 | -0.213720 | -0.371009 | -0.375191 | -0.181640 | -0.332535 | -0.281198 | -0.442932 | -0.334540 | -0.184724 | -0.182877 | -0.207292 | -0.200885 | -0.101075 | -0.141501 | -0.082827 | -0.358718 | -0.013260 | 0.007748 | -0.133752 | 0.031535 | 0.128304 | 0.306427 | 0.223727 | 0.042491 | 0.136418 | 0.424851 | 0.203282 | 0.072573 | 0.257323 | 0.340736 | 0.359854 | 0.254634 | 0.250042 | 0.288765 | 0.287036 | 0.246911 | 0.469178 | 0.257657 | 0.150160 | 0.213081 | 0.340281 | 0.377545 | 0.108703 | 0.160840 | 0.288204 | 0.225183 | 0.059125 | 0.449803 | 0.211871 | 0.021032 | 0.152110 | 0.237290 | 0.386700 | 0.184890 | 0.282528 | 0.183153 | 0.282728 | 0.188739 | 0.166606 | 0.134333 | 0.117832 | 0.102630 | -0.040612 | 0.167421 | 0.012030 | 0.169881 | 0.222606 | 0.212462 | 0.197143 |
| 43 | 0.268244 | -0.352204 | -0.178474 | 0.195173 | -0.075675 | -0.131575 | -0.049331 | -0.220578 | -0.389197 | 0.321880 | -0.206949 | -0.225451 | 0.180587 | -0.213821 | -0.012162 | -0.352794 | -0.177294 | 0.015926 | -0.082165 | -0.060878 | 0.165053 | 0.054047 | -0.286274 | -0.029932 | -0.153011 | -0.085521 | -0.236354 | -0.161945 | -0.246567 | -0.215859 | 0.017376 | -0.199454 | 0.031811 | 0.022268 | -0.144747 | 0.077540 | 0.032450 | 0.100488 | 0.331897 | 0.394259 | 0.568331 | 0.707714 | 0.792793 | 1.000000 | 0.717283 | 0.567767 | 0.449758 | 0.258620 | 0.336008 | 0.149989 | 0.074434 | -0.113089 | -0.158215 | -0.220461 | -0.323572 | -0.394433 | -0.485435 | -0.437361 | -0.323857 | -0.282035 | -0.405005 | -0.366858 | -0.283113 | -0.335459 | -0.328800 | -0.458528 | -0.365784 | -0.196281 | -0.183200 | -0.241253 | -0.148628 | -0.116771 | -0.096175 | -0.068823 | -0.251118 | 0.019420 | 0.056143 | -0.086864 | -0.008932 | 0.069687 | 0.272875 | 0.322907 | 0.003974 | 0.097570 | 0.286052 | 0.111787 | 0.074643 | 0.268173 | 0.328283 | 0.355383 | 0.334719 | 0.253102 | 0.255687 | 0.195050 | 0.282501 | 0.488094 | 0.271946 | 0.133962 | 0.307543 | 0.448743 | 0.416888 | 0.159403 | 0.165854 | 0.427967 | 0.287735 | 0.090142 | 0.448792 | 0.324186 | 0.134139 | 0.164489 | 0.240499 | 0.424175 | 0.226794 | 0.166657 | 0.237476 | 0.270758 | 0.240598 | 0.251749 | 0.281138 | 0.215934 | 0.172706 | 0.174545 | 0.146226 | 0.143447 | 0.244467 | 0.251726 | 0.210670 | 0.157607 |
| 44 | 0.152565 | -0.290802 | -0.021480 | 0.238817 | -0.113404 | -0.170162 | 0.140830 | -0.115219 | -0.358010 | 0.232205 | -0.290305 | -0.213362 | 0.126387 | -0.274562 | 0.092370 | -0.294215 | -0.113229 | 0.119982 | -0.183680 | -0.092171 | 0.038258 | 0.098343 | -0.292716 | -0.012884 | -0.058311 | -0.124894 | -0.206560 | -0.212831 | -0.136613 | -0.180875 | 0.080256 | -0.103366 | -0.025984 | 0.076626 | -0.010642 | 0.226111 | 0.140917 | 0.150998 | 0.280148 | 0.296628 | 0.312268 | 0.396157 | 0.479635 | 0.717283 | 1.000000 | 0.619373 | 0.288919 | 0.196300 | 0.187604 | 0.174063 | 0.045404 | -0.008808 | -0.079804 | -0.278187 | -0.272447 | -0.263565 | -0.382373 | -0.452637 | -0.429775 | -0.325861 | -0.375202 | -0.400072 | -0.283716 | -0.195388 | -0.105703 | -0.258256 | -0.210280 | -0.083118 | -0.051916 | -0.090391 | -0.024823 | -0.112085 | -0.127484 | 0.214584 | 0.065502 | 0.129619 | 0.114824 | 0.077538 | 0.225745 | -0.026976 | 0.103451 | 0.227225 | -0.066208 | 0.060700 | 0.220673 | 0.021073 | 0.077431 | 0.327720 | 0.178597 | 0.233226 | 0.399269 | 0.172007 | 0.155146 | 0.307149 | 0.106783 | 0.233560 | 0.269442 | 0.012592 | 0.213180 | 0.412107 | 0.316649 | 0.245528 | 0.239913 | 0.323037 | 0.271589 | 0.024329 | 0.256209 | 0.301862 | 0.068737 | -0.051019 | 0.124718 | 0.248361 | 0.050830 | 0.149557 | 0.139482 | 0.099162 | 0.103892 | 0.139307 | 0.281510 | 0.210360 | 0.176959 | 0.321783 | 0.242777 | 0.176517 | 0.306911 | 0.209881 | 0.198198 | 0.121514 |
| 45 | 0.135149 | -0.409045 | -0.015381 | 0.217031 | -0.195299 | -0.042065 | -0.036283 | -0.137555 | -0.206805 | 0.188524 | -0.359250 | -0.265685 | 0.019103 | -0.268876 | 0.083751 | -0.289461 | -0.029651 | 0.029624 | -0.085030 | -0.073364 | 0.028211 | 0.093901 | -0.183986 | 0.036964 | -0.044038 | -0.029806 | -0.101856 | -0.005659 | -0.110996 | -0.086786 | -0.027134 | -0.199966 | -0.108239 | -0.103566 | 0.005726 | 0.156539 | 0.192077 | 0.252684 | 0.390995 | 0.370495 | 0.449389 | 0.402563 | 0.380676 | 0.567767 | 0.619373 | 1.000000 | 0.661443 | 0.387900 | 0.247161 | 0.151735 | 0.165030 | -0.136101 | -0.233577 | -0.389266 | -0.381671 | -0.384104 | -0.460335 | -0.443223 | -0.376315 | -0.226335 | -0.318840 | -0.351948 | -0.300662 | -0.417410 | -0.341764 | -0.354281 | -0.330657 | -0.256613 | -0.260964 | -0.150319 | -0.107305 | -0.191209 | -0.168891 | -0.044637 | -0.072144 | 0.144309 | 0.137069 | 0.023209 | 0.207993 | 0.052960 | 0.025328 | 0.157022 | 0.082366 | 0.101612 | 0.081372 | -0.023466 | -0.050704 | 0.256059 | 0.169466 | 0.161846 | 0.313850 | 0.214746 | 0.195103 | 0.274693 | 0.320248 | 0.261070 | 0.293952 | 0.230181 | 0.309849 | 0.408286 | 0.373168 | 0.312334 | 0.233535 | 0.350384 | 0.196238 | 0.096917 | 0.389936 | 0.379467 | 0.204229 | 0.211744 | 0.285129 | 0.298238 | 0.141519 | 0.039124 | 0.118231 | 0.112455 | 0.074299 | 0.081690 | 0.119649 | 0.090936 | 0.089058 | 0.084996 | 0.079037 | 0.055794 | 0.018732 | 0.088157 | 0.007715 | 0.131513 |
| 46 | 0.140124 | -0.443513 | -0.173163 | 0.245964 | 0.004267 | -0.199163 | -0.181641 | -0.012907 | -0.210031 | 0.006312 | -0.297081 | -0.359587 | -0.044483 | -0.228072 | -0.168091 | -0.289951 | -0.095761 | -0.054203 | -0.100959 | -0.101071 | -0.033797 | 0.067885 | -0.065483 | 0.050768 | -0.014853 | -0.042073 | -0.006901 | 0.076845 | -0.039638 | 0.098420 | 0.002963 | -0.209726 | -0.097527 | -0.167328 | -0.093355 | -0.033940 | 0.012533 | 0.089919 | 0.280566 | 0.367408 | 0.407111 | 0.450891 | 0.362691 | 0.449758 | 0.288919 | 0.661443 | 1.000000 | 0.660747 | 0.423023 | 0.345301 | 0.277767 | -0.043740 | -0.188493 | -0.240399 | -0.286124 | -0.282464 | -0.305462 | -0.225900 | -0.156080 | -0.133510 | -0.254489 | -0.315004 | -0.327718 | -0.476595 | -0.493405 | -0.450549 | -0.181449 | -0.167316 | -0.295234 | -0.285368 | -0.159388 | -0.129970 | -0.176436 | -0.121312 | -0.264641 | -0.002208 | 0.159249 | 0.020099 | 0.045360 | 0.183667 | 0.166542 | 0.014202 | 0.009077 | -0.000506 | 0.030435 | 0.059091 | 0.046442 | 0.172354 | 0.166526 | 0.152392 | 0.195206 | 0.238989 | 0.258071 | 0.212157 | 0.360582 | 0.438733 | 0.245852 | 0.282068 | 0.393259 | 0.329165 | 0.289993 | 0.228495 | 0.235097 | 0.292909 | 0.237982 | 0.214712 | 0.388419 | 0.298500 | 0.267215 | 0.436868 | 0.313675 | 0.300276 | 0.263379 | 0.177509 | 0.176406 | 0.106327 | 0.141442 | 0.070707 | 0.019571 | 0.071020 | -0.021757 | -0.170739 | -0.104346 | -0.014887 | 0.004227 | 0.024517 | -0.071856 | 0.178386 |
| 47 | 0.278495 | -0.493947 | -0.249648 | 0.316192 | -0.166770 | -0.007102 | -0.167282 | 0.236547 | -0.342733 | 0.003478 | -0.141746 | -0.424555 | 0.052266 | -0.271786 | -0.036018 | -0.370272 | 0.045808 | -0.075521 | -0.241418 | -0.114833 | -0.065920 | 0.196900 | -0.191903 | 0.177558 | 0.075673 | 0.048774 | 0.025669 | 0.161689 | 0.025488 | 0.120860 | 0.158771 | -0.125337 | -0.047348 | -0.136172 | 0.044145 | -0.175006 | -0.209188 | -0.144875 | -0.059170 | 0.098162 | 0.119401 | 0.200634 | 0.224773 | 0.258620 | 0.196300 | 0.387900 | 0.660747 | 1.000000 | 0.773002 | 0.595247 | 0.367855 | 0.071968 | 0.034624 | -0.252117 | -0.239994 | -0.303085 | -0.307856 | -0.254500 | -0.246815 | -0.094589 | -0.279711 | -0.254825 | -0.233087 | -0.215803 | -0.277216 | -0.318867 | -0.023799 | 0.084198 | -0.058977 | -0.154308 | 0.136417 | -0.015677 | -0.076181 | -0.058507 | -0.168375 | -0.050183 | -0.010836 | 0.040162 | 0.029318 | -0.023068 | 0.093553 | 0.067343 | -0.194789 | 0.012034 | -0.028339 | -0.041017 | 0.122119 | 0.161898 | 0.035862 | -0.002298 | 0.290655 | 0.095200 | 0.138985 | 0.272581 | 0.137731 | 0.269307 | 0.317641 | 0.187843 | 0.263154 | 0.349408 | 0.107490 | 0.123483 | 0.245355 | 0.176966 | 0.170392 | 0.187005 | 0.205993 | 0.275688 | 0.278757 | 0.305428 | 0.437471 | 0.356573 | 0.246326 | 0.455756 | 0.375227 | 0.068816 | 0.218666 | 0.106715 | 0.212156 | 0.279737 | 0.069412 | 0.103404 | -0.052959 | 0.108266 | 0.041752 | -0.044312 | 0.068242 | 0.106243 |
| 48 | 0.352182 | -0.362411 | -0.275112 | 0.268496 | -0.245383 | 0.033535 | -0.094303 | 0.219860 | -0.428033 | 0.179137 | 0.040189 | -0.297605 | 0.254206 | -0.235584 | 0.081905 | -0.385586 | 0.008279 | 0.051542 | -0.292344 | -0.004946 | -0.006045 | 0.033275 | -0.238934 | 0.015981 | -0.074624 | 0.042238 | -0.143717 | 0.011274 | -0.215747 | -0.160944 | 0.077977 | -0.176942 | 0.007791 | -0.094472 | 0.073726 | -0.103886 | -0.185259 | -0.142774 | -0.075810 | 0.041732 | 0.095548 | 0.214877 | 0.187685 | 0.336008 | 0.187604 | 0.247161 | 0.423023 | 0.773002 | 1.000000 | 0.756056 | 0.415482 | 0.151144 | 0.035478 | -0.165755 | -0.173932 | -0.250654 | -0.239659 | -0.210949 | -0.225977 | -0.112324 | -0.303775 | -0.147223 | -0.111919 | -0.101830 | -0.165654 | -0.336805 | -0.093852 | 0.054828 | -0.009673 | -0.142875 | 0.009024 | -0.036538 | 0.049189 | -0.076711 | -0.210622 | -0.013653 | -0.067096 | -0.067232 | -0.060127 | -0.069078 | 0.108409 | 0.283799 | -0.158559 | -0.080079 | 0.012815 | -0.108957 | 0.017550 | 0.040271 | 0.061500 | 0.066051 | 0.271306 | 0.051514 | 0.044013 | 0.098067 | 0.032563 | 0.207171 | 0.167105 | 0.130035 | 0.184485 | 0.342658 | 0.120862 | 0.042336 | 0.213504 | 0.176984 | 0.207173 | 0.157222 | 0.213771 | 0.256780 | 0.250572 | 0.237447 | 0.335283 | 0.341123 | 0.141275 | 0.325802 | 0.291042 | 0.018700 | 0.243465 | 0.193618 | 0.228264 | 0.263095 | 0.118605 | 0.213062 | -0.122462 | 0.057126 | 0.150943 | -0.087362 | 0.131766 | 0.090745 |
| 49 | 0.131309 | -0.368189 | -0.094709 | 0.281490 | -0.170272 | 0.115856 | -0.071089 | 0.374502 | -0.320189 | 0.010724 | -0.023251 | -0.337992 | 0.258159 | -0.256942 | 0.008489 | -0.253118 | 0.035574 | 0.162073 | -0.234970 | -0.059863 | -0.084046 | 0.159945 | -0.160356 | -0.006521 | 0.020825 | -0.018694 | -0.088060 | 0.034801 | -0.100905 | -0.071634 | 0.010592 | -0.173876 | -0.091377 | -0.149817 | 0.026246 | -0.024323 | -0.048410 | -0.065787 | -0.017662 | 0.017437 | -0.056202 | 0.053271 | 0.052706 | 0.149989 | 0.174063 | 0.151735 | 0.345301 | 0.595247 | 0.756056 | 1.000000 | 0.714687 | 0.365067 | 0.138135 | -0.132932 | -0.126298 | -0.226924 | -0.201581 | -0.169484 | -0.156817 | -0.022354 | -0.171075 | -0.187305 | -0.297996 | -0.267589 | -0.140439 | -0.174045 | -0.050342 | -0.064547 | -0.138457 | -0.114992 | 0.017635 | -0.037786 | -0.008205 | -0.021707 | -0.123427 | -0.027475 | 0.101258 | 0.065160 | -0.074489 | -0.150335 | -0.011594 | 0.108789 | -0.182798 | -0.264717 | -0.149077 | 0.105564 | 0.102347 | 0.032641 | 0.054524 | 0.047196 | 0.195626 | 0.032959 | -0.030419 | -0.016713 | 0.055647 | 0.105041 | 0.139180 | 0.249889 | 0.257081 | 0.258922 | 0.146282 | 0.157558 | 0.283859 | 0.328343 | 0.285073 | 0.150788 | 0.129670 | 0.265639 | 0.244416 | 0.210789 | 0.232857 | 0.092032 | 0.066918 | 0.239683 | 0.145659 | -0.167657 | 0.095281 | 0.110286 | 0.110059 | 0.212266 | 0.151142 | 0.157902 | -0.067581 | 0.027985 | 0.111314 | -0.035676 | -0.073895 | 0.257532 |
| 50 | 0.111885 | -0.370952 | -0.089423 | 0.284295 | -0.097498 | 0.148461 | -0.071044 | 0.495057 | -0.217370 | -0.079630 | -0.109862 | -0.295564 | 0.232404 | -0.399256 | 0.015055 | -0.049749 | -0.044230 | 0.155731 | -0.115911 | -0.286285 | -0.015385 | 0.291882 | -0.256265 | -0.077097 | -0.029319 | -0.102267 | -0.124503 | 0.120020 | -0.061335 | -0.085086 | -0.214601 | -0.326240 | -0.259309 | -0.364090 | -0.064534 | -0.212840 | 0.027006 | 0.044162 | 0.066324 | 0.136101 | -0.053476 | 0.049473 | 0.027755 | 0.074434 | 0.045404 | 0.165030 | 0.277767 | 0.367855 | 0.415482 | 0.714687 | 1.000000 | 0.713034 | 0.377187 | 0.067700 | -0.069255 | -0.192743 | -0.210214 | -0.187849 | -0.082574 | 0.040365 | -0.076955 | -0.203872 | -0.454833 | -0.343764 | -0.183609 | -0.122874 | -0.047995 | -0.193753 | -0.262861 | -0.200615 | 0.065241 | -0.049671 | -0.149899 | -0.136191 | -0.098364 | -0.011550 | 0.171638 | 0.231296 | -0.076354 | -0.051693 | 0.036380 | 0.058343 | -0.117225 | -0.313122 | -0.178607 | 0.237545 | 0.208837 | 0.019809 | 0.150478 | 0.102179 | 0.100418 | 0.110698 | 0.070251 | -0.089398 | 0.090476 | 0.155729 | 0.188141 | 0.408941 | 0.278105 | 0.268522 | 0.268900 | 0.274496 | 0.344306 | 0.330650 | 0.221328 | 0.155753 | 0.140122 | 0.128007 | 0.147603 | 0.159849 | 0.209111 | 0.042680 | -0.004731 | 0.203410 | 0.043090 | -0.221127 | 0.049909 | 0.039717 | 0.029804 | 0.159563 | 0.045009 | 0.073866 | -0.001254 | -0.018168 | 0.073700 | -0.062167 | -0.078105 | 0.238986 |
| 51 | 0.026480 | -0.193432 | -0.007731 | 0.246959 | -0.051631 | 0.031368 | 0.157702 | 0.523303 | -0.156312 | -0.186071 | -0.066392 | -0.139237 | 0.209853 | -0.254564 | 0.048882 | 0.198156 | -0.036321 | 0.101388 | -0.021924 | -0.268005 | -0.028691 | 0.291139 | -0.178399 | -0.149723 | 0.019617 | -0.080799 | -0.138883 | 0.086649 | -0.058135 | -0.128961 | -0.210276 | -0.210538 | -0.183131 | -0.258473 | -0.062408 | -0.313424 | -0.148554 | -0.111629 | -0.162314 | -0.050410 | -0.241656 | -0.169321 | -0.141480 | -0.113089 | -0.008808 | -0.136101 | -0.043740 | 0.071968 | 0.151144 | 0.365067 | 0.713034 | 1.000000 | 0.798609 | 0.463463 | 0.290802 | 0.077466 | 0.023371 | -0.095987 | -0.022545 | 0.047309 | -0.044019 | -0.138916 | -0.366085 | -0.138628 | -0.057872 | 0.005467 | 0.141529 | 0.005330 | -0.132531 | -0.111488 | 0.194730 | 0.016156 | -0.085933 | -0.075705 | 0.003422 | 0.025809 | 0.092322 | 0.196008 | -0.049435 | -0.001222 | 0.053478 | 0.027968 | -0.188111 | -0.272808 | -0.112505 | 0.171290 | 0.221700 | -0.023597 | 0.050913 | 0.015447 | 0.033573 | 0.059594 | 0.046442 | -0.087181 | -0.087133 | 0.036989 | 0.110775 | 0.148818 | 0.080962 | 0.166543 | 0.114801 | 0.188305 | 0.259805 | 0.108225 | 0.038642 | -0.017347 | -0.136999 | -0.146099 | -0.111199 | -0.052789 | 0.131772 | -0.055942 | -0.098747 | 0.176119 | 0.035854 | -0.120217 | 0.063513 | 0.037317 | 0.061542 | 0.116066 | -0.042371 | 0.086015 | 0.031449 | 0.011807 | 0.133905 | 0.023313 | 0.119894 | 0.049915 |
| 52 | 0.045571 | -0.098347 | -0.043301 | 0.156325 | -0.070447 | 0.064748 | 0.180789 | 0.502090 | -0.095222 | -0.129406 | 0.001467 | -0.091051 | 0.232855 | -0.122879 | 0.038705 | 0.302526 | 0.036160 | 0.022712 | 0.141449 | -0.252420 | 0.011529 | 0.312134 | -0.167703 | -0.028007 | 0.070353 | 0.011919 | -0.028351 | 0.170668 | 0.006008 | -0.074822 | -0.167739 | -0.166306 | -0.126760 | -0.178973 | -0.029875 | -0.398742 | -0.343228 | -0.301542 | -0.331491 | -0.213252 | -0.330291 | -0.232237 | -0.163493 | -0.158215 | -0.079804 | -0.233577 | -0.188493 | 0.034624 | 0.035478 | 0.138135 | 0.377187 | 0.798609 | 1.000000 | 0.717613 | 0.499679 | 0.218852 | 0.085066 | -0.041705 | -0.034344 | 0.021407 | 0.005485 | -0.041302 | -0.214210 | -0.045493 | -0.062950 | 0.073407 | 0.187799 | 0.094124 | -0.040590 | -0.084372 | 0.188171 | 0.063598 | 0.054324 | -0.137983 | -0.096099 | -0.078779 | -0.083902 | 0.019641 | -0.092094 | 0.009839 | -0.037819 | -0.050595 | -0.105660 | -0.050130 | -0.092290 | 0.109808 | 0.181115 | -0.004684 | 0.089486 | -0.109463 | -0.013681 | 0.015482 | -0.010099 | -0.094792 | -0.170267 | -0.042213 | 0.023599 | 0.032621 | -0.057645 | 0.007187 | -0.038773 | 0.009812 | 0.093645 | -0.058375 | -0.195651 | -0.141037 | -0.253001 | -0.274384 | -0.179433 | -0.124423 | 0.096205 | -0.035273 | -0.091287 | 0.188335 | 0.141913 | 0.035261 | 0.155672 | 0.097255 | 0.110879 | 0.096509 | -0.062143 | 0.048870 | 0.063159 | 0.100075 | 0.073282 | 0.060968 | 0.141140 | -0.007357 |
| 53 | -0.124578 | 0.268612 | -0.039715 | -0.150516 | 0.185953 | -0.150983 | 0.217987 | 0.247895 | 0.077699 | -0.211791 | 0.069944 | 0.206946 | 0.058950 | 0.116293 | -0.111093 | 0.394544 | 0.026339 | -0.146286 | 0.258760 | 0.003478 | -0.119176 | 0.069337 | 0.118843 | -0.220441 | -0.024008 | -0.044611 | -0.002779 | 0.029399 | -0.079172 | -0.116262 | -0.316046 | -0.185773 | -0.173174 | -0.089862 | -0.078319 | -0.379508 | -0.388481 | -0.339284 | -0.373614 | -0.275816 | -0.296698 | -0.214075 | -0.131153 | -0.220461 | -0.278187 | -0.389266 | -0.240399 | -0.252117 | -0.165755 | -0.132932 | 0.067700 | 0.463463 | 0.717613 | 1.000000 | 0.830448 | 0.549910 | 0.401372 | 0.216444 | 0.124269 | -0.045109 | 0.031466 | 0.084254 | -0.030429 | -0.016519 | -0.071114 | 0.062636 | 0.148250 | -0.005371 | -0.084463 | -0.080454 | -0.092027 | 0.015785 | 0.123285 | -0.162536 | -0.261227 | -0.249425 | -0.218130 | -0.135945 | -0.190804 | -0.005926 | -0.107402 | -0.163919 | 0.079821 | -0.017565 | -0.077113 | 0.112165 | 0.035828 | -0.165373 | 0.110662 | -0.132518 | -0.317309 | -0.046165 | -0.024574 | -0.252471 | -0.268506 | -0.123712 | -0.253922 | -0.094091 | -0.242629 | -0.334402 | -0.142796 | -0.187460 | -0.131099 | -0.232764 | -0.340110 | -0.241845 | -0.245371 | -0.408526 | -0.333842 | -0.088625 | -0.115493 | -0.188276 | -0.164725 | 0.003417 | 0.036198 | 0.022309 | 0.105372 | 0.140325 | -0.082713 | -0.057637 | -0.045642 | -0.161142 | -0.065760 | -0.006818 | 0.069168 | 0.000562 | 0.029958 | -0.028415 |
| 54 | -0.177315 | 0.286917 | 0.016732 | -0.178545 | 0.116017 | -0.069396 | 0.327388 | 0.272660 | 0.037337 | -0.283507 | 0.110461 | 0.394789 | 0.031880 | 0.150969 | 0.024718 | 0.313729 | 0.113546 | -0.246755 | 0.274131 | 0.103179 | -0.187982 | 0.029274 | 0.131970 | -0.264562 | -0.089466 | -0.015495 | -0.056341 | 0.006970 | -0.097276 | -0.169215 | -0.373457 | -0.245967 | -0.305481 | -0.211971 | 0.031691 | -0.325589 | -0.309583 | -0.303747 | -0.408254 | -0.347435 | -0.385282 | -0.323795 | -0.281546 | -0.323572 | -0.272447 | -0.381671 | -0.286124 | -0.239994 | -0.173932 | -0.126298 | -0.069255 | 0.290802 | 0.499679 | 0.830448 | 1.000000 | 0.807424 | 0.660346 | 0.400761 | 0.170690 | -0.019050 | 0.007931 | 0.103288 | -0.026976 | 0.040693 | -0.067018 | 0.039553 | 0.173840 | 0.020246 | -0.049463 | -0.045418 | -0.100699 | -0.075055 | 0.142351 | 0.000466 | -0.113170 | -0.249593 | -0.235288 | -0.036901 | -0.049296 | -0.102808 | -0.214747 | -0.178592 | 0.020333 | 0.026468 | -0.129514 | 0.061082 | 0.039965 | -0.203430 | -0.032787 | -0.172354 | -0.272510 | -0.146355 | -0.047166 | -0.239211 | -0.339621 | -0.226280 | -0.283038 | -0.212067 | -0.293123 | -0.363388 | -0.289869 | -0.244497 | -0.172875 | -0.249112 | -0.318782 | -0.263523 | -0.292994 | -0.237269 | -0.216505 | -0.124677 | -0.099860 | -0.260940 | -0.240407 | -0.108115 | -0.030398 | -0.105089 | -0.018159 | 0.031667 | -0.135190 | -0.044852 | -0.050096 | -0.098245 | -0.077708 | -0.012471 | 0.077895 | -0.010478 | -0.001191 | -0.044938 |
| 55 | -0.128204 | 0.367336 | -0.043274 | -0.250573 | 0.209573 | -0.184613 | 0.275526 | 0.130473 | 0.138429 | -0.338843 | 0.096300 | 0.447993 | -0.155479 | 0.156848 | -0.031375 | 0.249023 | -0.004392 | -0.295541 | 0.185768 | 0.008663 | -0.221602 | -0.040901 | 0.124467 | -0.165284 | -0.012729 | -0.040148 | 0.031385 | 0.016868 | 0.032825 | -0.037293 | -0.297026 | -0.181001 | -0.299389 | -0.197956 | 0.038835 | -0.229913 | -0.244881 | -0.197478 | -0.369455 | -0.343542 | -0.395806 | -0.388500 | -0.337998 | -0.394433 | -0.263565 | -0.384104 | -0.282464 | -0.303085 | -0.250654 | -0.226924 | -0.192743 | 0.077466 | 0.218852 | 0.549910 | 0.807424 | 1.000000 | 0.869065 | 0.579404 | 0.275230 | -0.017950 | 0.071890 | 0.089208 | 0.055277 | 0.116090 | -0.039179 | 0.004842 | 0.161469 | 0.087000 | 0.056801 | -0.024367 | -0.211249 | -0.157090 | 0.060054 | 0.169409 | 0.038372 | -0.195631 | -0.204966 | 0.071138 | 0.102238 | -0.109222 | -0.245827 | -0.197685 | 0.107259 | 0.086071 | -0.067688 | 0.002671 | 0.066415 | -0.138528 | -0.076657 | -0.151392 | -0.221336 | -0.123998 | -0.111706 | -0.125749 | -0.377538 | -0.279521 | -0.231422 | -0.241846 | -0.316449 | -0.423118 | -0.366376 | -0.333700 | -0.217107 | -0.308939 | -0.241353 | -0.130391 | -0.220732 | -0.122986 | -0.070930 | -0.158383 | -0.135309 | -0.213894 | -0.350932 | -0.175510 | -0.165420 | -0.188725 | -0.148060 | -0.138240 | -0.126710 | -0.093477 | -0.132398 | -0.123499 | -0.066097 | -0.096726 | 0.033925 | 0.000415 | -0.001339 | -0.072769 |
| 56 | -0.092738 | 0.405197 | -0.074543 | -0.253295 | 0.152456 | -0.070976 | 0.144262 | 0.208265 | 0.133126 | -0.349425 | 0.240850 | 0.463090 | -0.104107 | 0.203330 | -0.003055 | 0.188466 | 0.039152 | -0.329465 | 0.175694 | 0.069825 | -0.250189 | -0.022116 | 0.202946 | -0.174371 | -0.081223 | 0.001168 | 0.005900 | -0.027340 | 0.051448 | -0.015717 | -0.231923 | -0.088420 | -0.231898 | -0.165279 | -0.013436 | -0.305027 | -0.244822 | -0.292498 | -0.433400 | -0.403910 | -0.475136 | -0.447168 | -0.454443 | -0.485435 | -0.382373 | -0.460335 | -0.305462 | -0.307856 | -0.239659 | -0.201581 | -0.210214 | 0.023371 | 0.085066 | 0.401372 | 0.660346 | 0.869065 | 1.000000 | 0.814941 | 0.510898 | 0.162742 | 0.131769 | 0.205501 | 0.126124 | 0.254641 | 0.073028 | 0.100408 | 0.184540 | 0.085040 | 0.102244 | 0.076935 | -0.080446 | -0.150005 | 0.013822 | 0.048699 | 0.095838 | -0.182423 | -0.260946 | 0.035345 | -0.002661 | -0.055969 | -0.203651 | -0.252794 | 0.009037 | -0.018950 | -0.118926 | -0.021677 | -0.011119 | -0.268790 | -0.181262 | -0.198923 | -0.298304 | -0.208842 | -0.214309 | -0.230408 | -0.375246 | -0.347312 | -0.289496 | -0.310538 | -0.332719 | -0.460632 | -0.449469 | -0.388728 | -0.318472 | -0.333933 | -0.275322 | -0.167234 | -0.301046 | -0.165145 | -0.109331 | -0.144466 | -0.131214 | -0.267862 | -0.285811 | -0.244805 | -0.207122 | -0.215641 | -0.129943 | -0.115694 | -0.181142 | -0.113164 | -0.140450 | -0.182660 | -0.186647 | -0.050755 | -0.000750 | -0.094741 | -0.010799 | -0.051834 |
| 57 | -0.050992 | 0.481097 | -0.076029 | -0.296312 | 0.216427 | -0.068769 | 0.056386 | 0.210071 | 0.103854 | -0.292004 | 0.307931 | 0.439350 | -0.029889 | 0.187654 | -0.052426 | 0.221312 | -0.036873 | -0.244867 | 0.252206 | 0.048913 | -0.152180 | 0.039229 | 0.174969 | -0.173396 | -0.138582 | -0.075514 | 0.002144 | -0.031780 | 0.096565 | 0.000289 | -0.210595 | -0.088641 | -0.232392 | -0.139353 | -0.108963 | -0.323458 | -0.295074 | -0.343224 | -0.425701 | -0.417795 | -0.424248 | -0.349775 | -0.362995 | -0.437361 | -0.452637 | -0.443223 | -0.225900 | -0.254500 | -0.210949 | -0.169484 | -0.187849 | -0.095987 | -0.041705 | 0.216444 | 0.400761 | 0.579404 | 0.814941 | 1.000000 | 0.811265 | 0.424262 | 0.289500 | 0.278906 | 0.241774 | 0.281486 | 0.180345 | 0.202760 | 0.159743 | 0.037806 | 0.102827 | 0.147160 | 0.033666 | 0.024773 | 0.046654 | -0.118006 | 0.003130 | -0.119299 | -0.283371 | -0.111203 | -0.122834 | 0.043455 | -0.117526 | -0.332026 | -0.044125 | -0.102975 | -0.120069 | -0.023888 | -0.109009 | -0.337425 | -0.169126 | -0.198419 | -0.357685 | -0.216290 | -0.290434 | -0.332408 | -0.316694 | -0.344696 | -0.388716 | -0.229008 | -0.258711 | -0.485333 | -0.416417 | -0.388710 | -0.369525 | -0.343881 | -0.290685 | -0.195985 | -0.283056 | -0.201209 | -0.079286 | -0.056180 | -0.144005 | -0.249878 | -0.228474 | -0.279182 | -0.224544 | -0.158643 | -0.177022 | -0.095876 | -0.194616 | -0.199061 | -0.148860 | -0.284863 | -0.255026 | -0.087725 | -0.059733 | -0.129781 | -0.043865 | 0.031991 |
| 58 | -0.006872 | 0.308757 | -0.036449 | -0.154446 | 0.216338 | -0.071344 | -0.041265 | 0.249474 | 0.012619 | -0.253164 | 0.260635 | 0.248588 | 0.063047 | 0.133217 | -0.130801 | 0.193116 | -0.074062 | -0.165620 | 0.199155 | -0.007190 | -0.026416 | 0.099797 | 0.109569 | -0.112467 | -0.155487 | -0.177900 | -0.032755 | -0.027686 | 0.162003 | 0.109787 | -0.089376 | 0.017115 | -0.136336 | -0.076934 | -0.110710 | -0.323054 | -0.216733 | -0.286629 | -0.327944 | -0.305964 | -0.315658 | -0.210203 | -0.224141 | -0.323857 | -0.429775 | -0.376315 | -0.156080 | -0.246815 | -0.225977 | -0.156817 | -0.082574 | -0.022545 | -0.034344 | 0.124269 | 0.170690 | 0.275230 | 0.510898 | 0.811265 | 1.000000 | 0.742912 | 0.419321 | 0.256289 | 0.104730 | 0.201269 | 0.159198 | 0.193583 | 0.146471 | -0.023042 | -0.044196 | 0.091393 | 0.126358 | 0.085303 | 0.088748 | -0.197171 | -0.053245 | -0.036189 | -0.140181 | -0.052183 | -0.216479 | 0.047389 | -0.043346 | -0.228385 | -0.126547 | -0.230353 | -0.091454 | -0.003103 | -0.071527 | -0.262435 | -0.081208 | -0.140389 | -0.302247 | -0.139814 | -0.198520 | -0.284303 | -0.200498 | -0.177481 | -0.254183 | -0.084798 | -0.142612 | -0.338867 | -0.267072 | -0.264869 | -0.266388 | -0.200126 | -0.174746 | -0.146715 | -0.195875 | -0.183563 | -0.091377 | 0.022735 | 0.024946 | -0.199793 | -0.205559 | -0.193385 | -0.125136 | -0.047563 | -0.212045 | -0.108048 | -0.150744 | -0.160833 | -0.161894 | -0.263619 | -0.206704 | -0.159507 | -0.073585 | -0.115003 | -0.028392 | -0.002979 |
| 59 | -0.028089 | 0.069698 | 0.064357 | 0.065337 | 0.118109 | 0.012742 | -0.040346 | 0.320833 | -0.108523 | -0.205479 | 0.138525 | -0.038844 | 0.139942 | 0.050285 | -0.077328 | 0.167108 | -0.036346 | -0.030121 | 0.095669 | -0.004027 | 0.061205 | 0.139777 | 0.049908 | 0.070277 | -0.009897 | -0.103280 | 0.067188 | 0.102228 | 0.250496 | 0.196086 | 0.031712 | 0.105227 | -0.083441 | -0.103030 | -0.128251 | -0.276899 | -0.150125 | -0.241825 | -0.268292 | -0.294069 | -0.334252 | -0.223168 | -0.213720 | -0.282035 | -0.325861 | -0.226335 | -0.133510 | -0.094589 | -0.112324 | -0.022354 | 0.040365 | 0.047309 | 0.021407 | -0.045109 | -0.019050 | -0.017950 | 0.162742 | 0.424262 | 0.742912 | 1.000000 | 0.688826 | 0.339537 | 0.064406 | 0.080383 | 0.219712 | 0.279754 | 0.163776 | -0.025813 | -0.095609 | 0.078532 | 0.208964 | 0.122886 | 0.097065 | -0.173612 | -0.044482 | -0.015120 | -0.001158 | 0.085742 | -0.216320 | -0.169214 | -0.167061 | -0.058603 | -0.129818 | -0.318237 | -0.158969 | -0.018581 | 0.001234 | -0.124987 | -0.070472 | -0.166282 | -0.121833 | -0.123993 | -0.103662 | -0.099199 | -0.142731 | -0.087745 | -0.105632 | 0.034930 | -0.074527 | -0.149095 | -0.090812 | -0.127775 | -0.166076 | -0.100146 | -0.030348 | -0.126222 | -0.184572 | -0.082312 | -0.050252 | 0.028362 | 0.161518 | -0.090314 | -0.117018 | -0.013418 | 0.060331 | -0.008636 | -0.247628 | -0.094923 | -0.052988 | -0.073474 | -0.114832 | -0.058227 | -0.087669 | -0.173971 | -0.037478 | -0.128885 | -0.015242 | -0.010308 |
| 60 | -0.105766 | 0.264156 | 0.123107 | -0.047079 | 0.162180 | 0.076395 | -0.069863 | 0.147502 | 0.160398 | -0.178547 | 0.141456 | 0.000201 | 0.012741 | 0.110182 | -0.116369 | 0.282736 | -0.027567 | 0.107356 | 0.124401 | -0.001289 | 0.000634 | -0.006531 | 0.219542 | 0.083712 | 0.103177 | -0.011909 | 0.165682 | 0.146716 | 0.251343 | 0.212480 | 0.048268 | 0.211105 | 0.032800 | 0.001436 | -0.132585 | -0.147334 | -0.094093 | -0.157383 | -0.205835 | -0.341758 | -0.404225 | -0.385966 | -0.371009 | -0.405005 | -0.375202 | -0.318840 | -0.254489 | -0.279711 | -0.303775 | -0.171075 | -0.076955 | -0.044019 | 0.005485 | 0.031466 | 0.007931 | 0.071890 | 0.131769 | 0.289500 | 0.419321 | 0.688826 | 1.000000 | 0.701440 | 0.292809 | 0.083040 | 0.215495 | 0.465226 | 0.239677 | 0.011585 | 0.011948 | 0.075035 | -0.002249 | 0.205898 | 0.193620 | -0.092780 | -0.058087 | -0.167607 | -0.001802 | 0.047462 | -0.117709 | -0.221008 | -0.393142 | -0.174579 | 0.166420 | -0.178568 | -0.369545 | -0.033907 | -0.012159 | -0.151602 | -0.047422 | -0.237334 | -0.222572 | -0.056042 | -0.116656 | -0.166886 | -0.180527 | -0.201564 | -0.163295 | -0.001679 | -0.209582 | -0.317946 | -0.072603 | -0.149877 | -0.278217 | -0.247008 | -0.154986 | -0.100120 | -0.181872 | -0.217029 | -0.148872 | 0.057961 | -0.165496 | -0.201861 | -0.048308 | -0.136311 | 0.007266 | -0.123557 | -0.230568 | -0.085277 | -0.153532 | -0.186324 | -0.072800 | -0.028641 | -0.084310 | -0.119224 | -0.133662 | -0.119764 | -0.086210 | -0.058242 |
| 61 | -0.000517 | 0.327190 | 0.063440 | -0.084722 | 0.024012 | 0.200912 | -0.080604 | 0.114746 | 0.125129 | -0.083612 | 0.317913 | 0.166713 | 0.137742 | 0.131680 | -0.028194 | 0.216789 | -0.035756 | 0.088721 | 0.110342 | 0.083902 | 0.052293 | -0.142290 | 0.225597 | -0.084505 | -0.130093 | 0.024107 | -0.026305 | -0.065314 | 0.024284 | 0.041440 | 0.044468 | 0.250722 | 0.145022 | 0.059995 | -0.094497 | -0.234770 | -0.146275 | -0.267115 | -0.268010 | -0.338356 | -0.348984 | -0.287997 | -0.375191 | -0.366858 | -0.400072 | -0.351948 | -0.315004 | -0.254825 | -0.147223 | -0.187305 | -0.203872 | -0.138916 | -0.041302 | 0.084254 | 0.103288 | 0.089208 | 0.205501 | 0.278906 | 0.256289 | 0.339537 | 0.701440 | 1.000000 | 0.650793 | 0.306471 | 0.231165 | 0.381699 | 0.284078 | 0.030519 | 0.113440 | 0.159271 | -0.028134 | 0.188292 | 0.265664 | -0.122636 | -0.141658 | -0.239145 | -0.196472 | -0.141340 | -0.085693 | -0.082774 | -0.341534 | -0.167885 | 0.194261 | -0.065160 | -0.349642 | -0.166287 | -0.163559 | -0.282442 | -0.085553 | -0.214217 | -0.302711 | -0.068704 | -0.120088 | -0.319126 | -0.200624 | -0.286080 | -0.272628 | -0.138164 | -0.361815 | -0.349630 | -0.158107 | -0.271310 | -0.361051 | -0.362479 | -0.367105 | -0.174129 | -0.180491 | -0.323190 | -0.263392 | 0.039149 | -0.240672 | -0.224717 | 0.028043 | -0.153901 | 0.026983 | -0.112022 | -0.054542 | 0.036001 | -0.265480 | -0.187748 | 0.021602 | 0.066236 | -0.106387 | -0.007560 | -0.003622 | -0.176748 | -0.002528 | -0.028298 |
| 62 | -0.009463 | 0.460911 | 0.093873 | -0.269874 | 0.133206 | 0.006652 | 0.032092 | -0.213932 | 0.136763 | -0.063625 | 0.236006 | 0.204178 | -0.027620 | 0.283085 | -0.084102 | 0.211715 | -0.085970 | 0.069105 | 0.037875 | 0.124588 | 0.102712 | -0.225744 | 0.239436 | 0.024970 | 0.038753 | 0.055340 | 0.130895 | -0.092659 | 0.057000 | 0.060157 | 0.079469 | 0.259002 | 0.133766 | 0.222746 | -0.137456 | -0.090386 | -0.205053 | -0.273610 | -0.291004 | -0.373144 | -0.210215 | -0.167659 | -0.181640 | -0.283113 | -0.283716 | -0.300662 | -0.327718 | -0.233087 | -0.111919 | -0.297996 | -0.454833 | -0.366085 | -0.214210 | -0.030429 | -0.026976 | 0.055277 | 0.126124 | 0.241774 | 0.104730 | 0.064406 | 0.292809 | 0.650793 | 1.000000 | 0.617967 | 0.436998 | 0.393534 | 0.108753 | 0.136208 | 0.261340 | 0.248509 | 0.016897 | 0.275900 | 0.242946 | -0.044848 | -0.074275 | -0.124207 | -0.293707 | -0.349210 | -0.087220 | -0.074639 | -0.182702 | -0.121643 | 0.117293 | 0.038800 | -0.062730 | -0.321680 | -0.320334 | -0.103411 | -0.126262 | -0.235353 | -0.299669 | -0.136253 | -0.131259 | -0.162541 | -0.227992 | -0.392051 | -0.382208 | -0.225710 | -0.358697 | -0.383286 | -0.270345 | -0.346404 | -0.375466 | -0.503145 | -0.408632 | -0.168663 | -0.196518 | -0.353485 | -0.231395 | -0.111496 | -0.279765 | -0.090897 | -0.055792 | -0.079504 | 0.014592 | 0.001364 | -0.055828 | 0.029500 | -0.094886 | -0.170592 | 0.036661 | 0.050071 | -0.056159 | 0.059310 | 0.120347 | -0.067216 | 0.071648 | -0.065455 |
| 63 | 0.152725 | 0.330371 | -0.023215 | -0.160414 | -0.051348 | 0.130686 | 0.099564 | 0.048193 | 0.016176 | 0.019505 | 0.294773 | 0.229616 | 0.083093 | 0.166927 | 0.169074 | 0.112762 | 0.020183 | 0.042761 | -0.034886 | -0.005565 | 0.086331 | -0.091967 | -0.002209 | 0.019070 | -0.056110 | 0.047781 | -0.010227 | -0.054707 | 0.053970 | -0.019975 | 0.075465 | 0.166211 | 0.069586 | 0.118801 | 0.022470 | -0.149562 | -0.104914 | -0.232758 | -0.321380 | -0.322434 | -0.327662 | -0.266581 | -0.332535 | -0.335459 | -0.195388 | -0.417410 | -0.476595 | -0.215803 | -0.101830 | -0.267589 | -0.343764 | -0.138628 | -0.045493 | -0.016519 | 0.040693 | 0.116090 | 0.254641 | 0.281486 | 0.201269 | 0.080383 | 0.083040 | 0.306471 | 0.617967 | 1.000000 | 0.717659 | 0.425513 | 0.128477 | 0.188644 | 0.371409 | 0.274545 | 0.301082 | 0.206062 | 0.087699 | 0.036360 | 0.276556 | 0.016479 | -0.259687 | -0.123619 | -0.108296 | -0.095743 | 0.001705 | 0.041496 | -0.167073 | 0.029995 | 0.055328 | -0.317098 | -0.168265 | -0.066042 | -0.225782 | -0.227784 | -0.175908 | -0.314404 | -0.199967 | -0.138952 | -0.368957 | -0.383258 | -0.262209 | -0.334757 | -0.298485 | -0.210023 | -0.407220 | -0.332000 | -0.261778 | -0.398840 | -0.252649 | -0.151739 | -0.334900 | -0.263891 | -0.192800 | -0.350933 | -0.184440 | -0.069626 | -0.160147 | -0.063377 | -0.059999 | -0.067657 | 0.020742 | -0.041269 | 0.039501 | 0.061532 | 0.024242 | 0.167098 | -0.016847 | 0.205529 | 0.163089 | -0.173804 | 0.116850 | -0.191876 |
| 64 | -0.056604 | 0.402097 | 0.155245 | -0.228901 | -0.016770 | 0.045593 | 0.210597 | -0.018463 | 0.077045 | 0.022639 | 0.247982 | 0.220236 | 0.066793 | 0.184685 | 0.153574 | 0.238791 | -0.065053 | 0.202169 | -0.011271 | -0.011604 | 0.109088 | -0.025592 | 0.066822 | 0.044019 | 0.055478 | -0.004471 | 0.096456 | -0.061492 | 0.137241 | 0.025696 | 0.105615 | 0.240028 | 0.106596 | 0.220333 | -0.083467 | -0.025129 | -0.120362 | -0.203983 | -0.296473 | -0.379804 | -0.356042 | -0.339379 | -0.281198 | -0.328800 | -0.105703 | -0.341764 | -0.493405 | -0.277216 | -0.165654 | -0.140439 | -0.183609 | -0.057872 | -0.062950 | -0.071114 | -0.067018 | -0.039179 | 0.073028 | 0.180345 | 0.159198 | 0.219712 | 0.215495 | 0.231165 | 0.436998 | 0.717659 | 1.000000 | 0.696996 | 0.192038 | 0.125949 | 0.335217 | 0.514226 | 0.384439 | 0.222760 | -0.079959 | -0.022730 | 0.299812 | 0.094189 | -0.124096 | -0.044596 | -0.159391 | -0.213460 | -0.091591 | -0.030907 | -0.053097 | -0.228721 | 0.020675 | -0.136073 | -0.201578 | -0.118759 | -0.262270 | -0.142410 | -0.235651 | -0.353901 | -0.305511 | -0.161646 | -0.326158 | -0.451086 | -0.268935 | -0.261412 | -0.304573 | -0.224734 | -0.202738 | -0.260163 | -0.250012 | -0.229847 | -0.106025 | -0.204245 | -0.403242 | -0.309535 | -0.236428 | -0.346812 | -0.233818 | -0.144105 | -0.143009 | -0.049719 | -0.093343 | -0.027437 | -0.060373 | 0.020489 | 0.089647 | 0.078037 | 0.195771 | 0.258115 | 0.092709 | 0.102811 | 0.191346 | -0.068416 | 0.054018 | -0.088485 |
| 65 | -0.096667 | 0.389541 | 0.214207 | -0.207731 | -0.041250 | 0.229010 | 0.027186 | 0.072025 | 0.180592 | -0.069155 | 0.299124 | 0.120297 | 0.024429 | 0.256150 | 0.109408 | 0.259879 | 0.093512 | 0.234777 | 0.067949 | -0.004047 | 0.084840 | 0.080316 | 0.224865 | 0.212965 | 0.238612 | 0.174757 | 0.250188 | 0.140456 | 0.300265 | 0.164416 | 0.119905 | 0.293839 | 0.102068 | 0.169750 | -0.102513 | -0.137125 | -0.200184 | -0.324007 | -0.386780 | -0.516771 | -0.519407 | -0.496623 | -0.442932 | -0.458528 | -0.258256 | -0.354281 | -0.450549 | -0.318867 | -0.336805 | -0.174045 | -0.122874 | 0.005467 | 0.073407 | 0.062636 | 0.039553 | 0.004842 | 0.100408 | 0.202760 | 0.193583 | 0.279754 | 0.465226 | 0.381699 | 0.393534 | 0.425513 | 0.696996 | 1.000000 | 0.468775 | 0.153047 | 0.272455 | 0.427494 | 0.414214 | 0.307368 | 0.039894 | -0.167949 | 0.131187 | -0.056115 | -0.068373 | 0.011692 | -0.184591 | -0.283612 | -0.398947 | -0.256337 | 0.033652 | -0.298377 | -0.312934 | -0.076600 | -0.138014 | -0.191706 | -0.246565 | -0.264869 | -0.336987 | -0.287346 | -0.294122 | -0.235088 | -0.226714 | -0.473123 | -0.241728 | -0.228233 | -0.340254 | -0.309059 | -0.212259 | -0.281144 | -0.409960 | -0.244660 | -0.265315 | -0.297586 | -0.494047 | -0.454162 | -0.272234 | -0.205932 | -0.267658 | -0.241215 | -0.040421 | -0.080399 | -0.012933 | -0.055595 | -0.036390 | 0.101481 | 0.053187 | 0.034115 | 0.205540 | 0.167483 | 0.043102 | 0.155203 | 0.025527 | 0.055136 | -0.026383 | -0.103913 |
| 66 | 0.037663 | 0.175363 | -0.003228 | 0.054787 | 0.064993 | 0.011146 | -0.009423 | 0.190366 | 0.008800 | -0.147340 | 0.216848 | 0.036626 | -0.042500 | 0.075969 | 0.090002 | 0.110396 | 0.073118 | 0.067625 | -0.072304 | 0.042240 | -0.039504 | 0.156364 | 0.131521 | 0.007677 | 0.117000 | -0.004895 | 0.040837 | 0.101243 | 0.252460 | 0.142730 | 0.124624 | 0.229164 | 0.058674 | 0.032044 | 0.016616 | -0.195274 | -0.313785 | -0.372750 | -0.434379 | -0.365175 | -0.393717 | -0.370733 | -0.334540 | -0.365784 | -0.210280 | -0.330657 | -0.181449 | -0.023799 | -0.093852 | -0.050342 | -0.047995 | 0.141529 | 0.187799 | 0.148250 | 0.173840 | 0.161469 | 0.184540 | 0.159743 | 0.146471 | 0.163776 | 0.239677 | 0.284078 | 0.108753 | 0.128477 | 0.192038 | 0.468775 | 1.000000 | 0.645134 | 0.213949 | 0.224449 | 0.392315 | 0.299185 | 0.120978 | 0.068950 | -0.018323 | -0.229020 | -0.022325 | 0.185081 | -0.049786 | -0.174253 | -0.222791 | -0.213558 | -0.059351 | -0.186968 | -0.265300 | -0.104627 | 0.082579 | -0.100447 | -0.206824 | -0.225741 | -0.165857 | -0.140033 | -0.213317 | -0.131596 | -0.217105 | -0.181753 | -0.042106 | -0.212873 | -0.264436 | -0.192800 | -0.204584 | -0.205042 | -0.217236 | -0.292354 | -0.246178 | -0.223435 | -0.342451 | -0.195033 | -0.121163 | -0.156621 | -0.081481 | -0.040785 | 0.042486 | 0.118140 | 0.099047 | 0.025327 | 0.011422 | 0.039002 | 0.013621 | 0.011516 | 0.116391 | 0.100379 | 0.067957 | 0.107361 | 0.009831 | 0.056698 | 0.056267 | -0.032221 |
| 67 | 0.088180 | 0.119235 | -0.006762 | -0.028411 | -0.009663 | 0.072747 | 0.098055 | -0.021157 | -0.046421 | 0.023703 | 0.150589 | 0.026527 | -0.013148 | 0.167808 | 0.164278 | 0.009074 | 0.074218 | 0.039211 | -0.131516 | 0.033994 | -0.008527 | 0.107953 | 0.036505 | 0.062068 | 0.170052 | 0.043191 | 0.085668 | 0.149771 | 0.154464 | 0.099569 | 0.138832 | 0.156749 | 0.114655 | 0.084388 | 0.110819 | -0.004217 | -0.273111 | -0.332569 | -0.408943 | -0.347079 | -0.262228 | -0.241666 | -0.184724 | -0.196281 | -0.083118 | -0.256613 | -0.167316 | 0.084198 | 0.054828 | -0.064547 | -0.193753 | 0.005330 | 0.094124 | -0.005371 | 0.020246 | 0.087000 | 0.085040 | 0.037806 | -0.023042 | -0.025813 | 0.011585 | 0.030519 | 0.136208 | 0.188644 | 0.125949 | 0.153047 | 0.645134 | 1.000000 | 0.524199 | 0.117826 | 0.331134 | 0.257140 | 0.253908 | 0.222269 | 0.090903 | -0.209051 | -0.170716 | 0.069659 | -0.038660 | -0.162208 | -0.068216 | -0.018157 | -0.110170 | 0.039688 | -0.026427 | -0.221775 | 0.020986 | 0.065923 | -0.085147 | -0.197328 | -0.078562 | -0.145982 | -0.109132 | 0.003262 | -0.327871 | -0.164701 | 0.004247 | -0.240629 | -0.218737 | -0.148723 | -0.270518 | -0.139527 | -0.097800 | -0.352472 | -0.199650 | -0.055945 | -0.155208 | -0.061597 | -0.062362 | -0.191211 | -0.085787 | 0.047677 | -0.019420 | 0.136103 | 0.169494 | 0.126188 | 0.081356 | 0.057833 | 0.187901 | 0.042773 | 0.047048 | 0.132683 | 0.109155 | 0.195214 | 0.016214 | 0.120690 | 0.179006 | -0.102268 |
| 68 | 0.024384 | 0.282700 | 0.056849 | -0.192482 | 0.000181 | 0.104079 | 0.047709 | -0.172310 | 0.077302 | 0.118718 | 0.179784 | 0.101553 | -0.081844 | 0.217592 | 0.153666 | -0.030184 | -0.035709 | 0.027216 | -0.099423 | 0.007695 | 0.038798 | -0.101424 | 0.047172 | 0.164037 | 0.174105 | 0.231260 | 0.208378 | 0.128920 | 0.201635 | 0.159695 | 0.218049 | 0.231284 | 0.177756 | 0.152818 | 0.092814 | 0.002211 | -0.221285 | -0.281734 | -0.351247 | -0.341695 | -0.309300 | -0.265701 | -0.182877 | -0.183200 | -0.051916 | -0.260964 | -0.295234 | -0.058977 | -0.009673 | -0.138457 | -0.262861 | -0.132531 | -0.040590 | -0.084463 | -0.049463 | 0.056801 | 0.102244 | 0.102827 | -0.044196 | -0.095609 | 0.011948 | 0.113440 | 0.261340 | 0.371409 | 0.335217 | 0.272455 | 0.213949 | 0.524199 | 1.000000 | 0.534414 | 0.223191 | 0.152159 | 0.103073 | 0.247417 | 0.223750 | -0.035954 | -0.267546 | -0.126159 | -0.026535 | -0.200260 | -0.177220 | -0.020234 | -0.024356 | -0.012492 | 0.080948 | -0.106446 | -0.138565 | -0.141191 | -0.084662 | -0.057477 | -0.149145 | -0.252091 | -0.098260 | 0.031006 | -0.438233 | -0.281702 | -0.028899 | -0.346973 | -0.377335 | -0.207579 | -0.260862 | -0.259906 | -0.236136 | -0.231957 | -0.069540 | -0.180834 | -0.225149 | -0.121063 | -0.154247 | -0.341776 | -0.225132 | -0.106504 | -0.094241 | 0.065904 | -0.058926 | 0.058917 | 0.114467 | 0.129593 | 0.148438 | 0.087336 | 0.215414 | 0.141262 | 0.066900 | 0.118103 | 0.032118 | 0.021552 | 0.111882 | -0.022542 |
| 69 | -0.151974 | 0.266338 | 0.164050 | -0.183090 | -0.068984 | 0.120921 | 0.043620 | -0.213360 | 0.220701 | -0.085527 | 0.134142 | 0.164875 | -0.177217 | 0.221081 | 0.038506 | 0.114453 | 0.077740 | -0.080263 | -0.017386 | 0.122646 | -0.018294 | -0.064449 | 0.240037 | 0.125097 | 0.082544 | 0.173521 | 0.225568 | -0.011148 | 0.254348 | 0.221397 | 0.280465 | 0.411135 | 0.235789 | 0.290855 | 0.083006 | -0.006541 | -0.186263 | -0.249486 | -0.312377 | -0.370092 | -0.351723 | -0.367939 | -0.207292 | -0.241253 | -0.090391 | -0.150319 | -0.285368 | -0.154308 | -0.142875 | -0.114992 | -0.200615 | -0.111488 | -0.084372 | -0.080454 | -0.045418 | -0.024367 | 0.076935 | 0.147160 | 0.091393 | 0.078532 | 0.075035 | 0.159271 | 0.248509 | 0.274545 | 0.514226 | 0.427494 | 0.224449 | 0.117826 | 0.534414 | 1.000000 | 0.457472 | -0.029890 | -0.162569 | 0.047764 | 0.305013 | 0.106292 | -0.150079 | -0.238216 | -0.179811 | -0.157880 | -0.190840 | -0.201443 | -0.006765 | -0.245296 | -0.050610 | 0.168683 | -0.156976 | -0.356574 | -0.266257 | 0.014005 | -0.200208 | -0.393777 | -0.260895 | -0.046685 | -0.259600 | -0.319509 | -0.111003 | -0.306322 | -0.312207 | -0.219353 | -0.160355 | -0.217604 | -0.229305 | -0.082658 | -0.139606 | -0.373660 | -0.362681 | -0.103446 | -0.219655 | -0.321272 | -0.054642 | -0.121382 | -0.013179 | -0.005497 | -0.111758 | 0.142224 | -0.008522 | 0.048032 | 0.077321 | 0.157943 | 0.406128 | 0.151114 | 0.070382 | 0.069647 | 0.024197 | 0.019878 | 0.004159 | 0.095825 |
| 70 | 0.094156 | -0.125046 | 0.000380 | 0.182085 | -0.160368 | 0.244721 | -0.000006 | 0.202313 | 0.016721 | -0.113419 | 0.047144 | -0.103052 | -0.002440 | -0.032170 | 0.146633 | 0.040951 | 0.146277 | -0.013453 | -0.081516 | -0.044511 | 0.033629 | 0.224816 | -0.022426 | 0.132601 | 0.077294 | 0.129366 | 0.074378 | 0.094809 | 0.216146 | 0.116398 | 0.172777 | 0.198427 | 0.153719 | 0.123646 | 0.155587 | -0.064900 | -0.158895 | -0.251531 | -0.299204 | -0.302841 | -0.359328 | -0.316989 | -0.200885 | -0.148628 | -0.024823 | -0.107305 | -0.159388 | 0.136417 | 0.009024 | 0.017635 | 0.065241 | 0.194730 | 0.188171 | -0.092027 | -0.100699 | -0.211249 | -0.080446 | 0.033666 | 0.126358 | 0.208964 | -0.002249 | -0.028134 | 0.016897 | 0.301082 | 0.384439 | 0.414214 | 0.392315 | 0.331134 | 0.223191 | 0.457472 | 1.000000 | 0.342666 | -0.193598 | -0.074076 | 0.342386 | 0.160345 | -0.059014 | 0.069780 | -0.121131 | -0.133971 | -0.016648 | -0.038343 | -0.251518 | -0.188586 | -0.114101 | 0.059127 | 0.199449 | -0.155193 | -0.305951 | -0.047791 | 0.030394 | -0.320083 | -0.218123 | -0.027032 | -0.145038 | -0.103415 | 0.024973 | -0.114638 | -0.007438 | 0.034123 | -0.139114 | -0.022500 | -0.093995 | -0.065129 | -0.095779 | -0.250747 | -0.261782 | -0.078296 | -0.193868 | -0.312461 | 0.151145 | 0.137201 | 0.117684 | 0.226103 | 0.166664 | 0.165449 | 0.037610 | -0.020092 | 0.119562 | 0.210488 | 0.242350 | 0.231191 | 0.177286 | 0.213137 | 0.044189 | 0.075549 | 0.105812 | -0.060204 |
| 71 | -0.011545 | 0.147300 | 0.035484 | -0.004880 | 0.224857 | 0.017799 | -0.069143 | 0.066354 | 0.010042 | -0.023684 | 0.108129 | -0.070270 | 0.055194 | 0.021302 | -0.067706 | 0.154738 | -0.078166 | 0.280448 | 0.032817 | -0.077899 | 0.090586 | 0.121068 | 0.101433 | 0.023232 | 0.132879 | -0.046236 | 0.062121 | 0.091625 | 0.158893 | 0.066026 | -0.002343 | 0.095805 | 0.074994 | 0.158097 | 0.041098 | 0.126684 | -0.011590 | -0.110304 | -0.150097 | -0.271191 | -0.216032 | -0.167325 | -0.101075 | -0.116771 | -0.112085 | -0.191209 | -0.129970 | -0.015677 | -0.036538 | -0.037786 | -0.049671 | 0.016156 | 0.063598 | 0.015785 | -0.075055 | -0.157090 | -0.150005 | 0.024773 | 0.085303 | 0.122886 | 0.205898 | 0.188292 | 0.275900 | 0.206062 | 0.222760 | 0.307368 | 0.299185 | 0.257140 | 0.152159 | -0.029890 | 0.342666 | 1.000000 | 0.479620 | -0.155192 | 0.021823 | -0.031030 | -0.023711 | -0.023916 | -0.094978 | -0.082182 | -0.112358 | 0.004402 | 0.132140 | -0.128648 | -0.227697 | -0.188935 | 0.006072 | 0.129959 | -0.101331 | -0.274034 | -0.082806 | 0.060951 | -0.065060 | -0.146885 | -0.075556 | -0.074160 | -0.049523 | 0.041569 | -0.178658 | -0.261284 | -0.020017 | -0.034863 | -0.195428 | -0.190338 | -0.116160 | -0.000224 | -0.113135 | -0.258947 | -0.061803 | -0.035268 | -0.161086 | 0.017132 | 0.092150 | 0.095718 | 0.107859 | 0.043900 | -0.098288 | -0.043773 | -0.071029 | -0.161468 | 0.105678 | 0.021817 | -0.012295 | 0.137204 | 0.050643 | 0.063132 | -0.056660 | 0.011444 |
| 72 | 0.000584 | 0.152552 | 0.037428 | -0.144217 | 0.045783 | 0.175929 | -0.016701 | 0.061599 | -0.103767 | 0.084880 | 0.208439 | 0.054307 | 0.174165 | 0.078810 | -0.017984 | 0.007919 | 0.058836 | 0.132938 | 0.032824 | 0.022940 | 0.010021 | 0.005190 | 0.070444 | -0.004983 | 0.008816 | -0.036759 | -0.024231 | 0.026812 | -0.049879 | -0.008939 | -0.022742 | 0.034655 | 0.026216 | 0.031093 | 0.177763 | 0.112604 | 0.070322 | -0.075125 | -0.137396 | -0.219150 | -0.178711 | -0.113699 | -0.141501 | -0.096175 | -0.127484 | -0.168891 | -0.176436 | -0.076181 | 0.049189 | -0.008205 | -0.149899 | -0.085933 | 0.054324 | 0.123285 | 0.142351 | 0.060054 | 0.013822 | 0.046654 | 0.088748 | 0.097065 | 0.193620 | 0.265664 | 0.242946 | 0.087699 | -0.079959 | 0.039894 | 0.120978 | 0.253908 | 0.103073 | -0.162569 | -0.193598 | 0.479620 | 1.000000 | 0.165393 | -0.149130 | -0.094272 | -0.055549 | -0.078427 | -0.080189 | -0.011269 | -0.185594 | -0.024798 | 0.182680 | 0.098091 | -0.231362 | -0.251797 | -0.126798 | 0.074591 | 0.150696 | -0.271329 | -0.112847 | 0.118117 | 0.011891 | -0.157409 | -0.139509 | -0.108301 | -0.109179 | -0.024209 | -0.264864 | -0.267969 | -0.108662 | -0.139838 | -0.099487 | -0.171367 | -0.222639 | 0.053333 | -0.014858 | -0.176157 | 0.052306 | 0.185495 | -0.115378 | -0.139719 | -0.064843 | -0.081460 | 0.029689 | -0.080435 | -0.031841 | 0.044355 | -0.034522 | -0.110269 | -0.007938 | -0.018418 | -0.117850 | 0.093397 | -0.016550 | -0.102055 | -0.073588 | 0.013102 |
| 73 | -0.063765 | -0.058010 | 0.068080 | 0.058732 | 0.082301 | -0.143016 | 0.107293 | -0.105524 | 0.019390 | -0.089894 | -0.166234 | -0.081020 | -0.230043 | -0.124359 | -0.117179 | -0.142250 | -0.093985 | -0.066655 | -0.278334 | -0.034319 | -0.115641 | -0.096524 | -0.039030 | 0.036342 | 0.105653 | -0.090130 | 0.054731 | -0.090214 | 0.042218 | 0.154063 | 0.166362 | 0.142904 | 0.087206 | 0.061498 | 0.243201 | 0.364124 | 0.228450 | 0.285280 | 0.136924 | 0.088419 | -0.044720 | -0.176772 | -0.082827 | -0.068823 | 0.214584 | -0.044637 | -0.121312 | -0.058507 | -0.076711 | -0.021707 | -0.136191 | -0.075705 | -0.137983 | -0.162536 | 0.000466 | 0.169409 | 0.048699 | -0.118006 | -0.197171 | -0.173612 | -0.092780 | -0.122636 | -0.044848 | 0.036360 | -0.022730 | -0.167949 | 0.068950 | 0.222269 | 0.247417 | 0.047764 | -0.074076 | -0.155192 | 0.165393 | 1.000000 | 0.416476 | 0.029388 | 0.264103 | 0.300023 | 0.409507 | 0.000298 | -0.081892 | -0.098672 | -0.007959 | 0.265659 | 0.087220 | -0.055872 | 0.089398 | 0.072830 | 0.040726 | 0.095029 | 0.058351 | 0.030035 | 0.116473 | 0.197040 | -0.128318 | -0.045467 | 0.122963 | -0.066006 | -0.070711 | 0.055472 | 0.021057 | 0.078220 | 0.153350 | 0.021730 | 0.228051 | 0.176819 | 0.081808 | 0.208326 | 0.115440 | -0.138969 | -0.078329 | -0.064914 | -0.113973 | 0.081430 | -0.143810 | -0.172554 | -0.125878 | -0.227421 | -0.002140 | 0.061132 | -0.071014 | 0.093831 | 0.183186 | -0.107852 | -0.046598 | -0.041086 | -0.008040 | -0.057216 |
| 74 | -0.103458 | -0.028982 | 0.233904 | 0.062851 | -0.146237 | 0.142112 | 0.115270 | 0.014987 | 0.074012 | -0.078195 | -0.065131 | 0.002715 | -0.158522 | -0.110024 | 0.151394 | 0.035302 | 0.096382 | 0.072905 | -0.107051 | -0.103748 | -0.042205 | -0.006863 | -0.041484 | 0.131797 | 0.067581 | 0.078066 | 0.091231 | -0.027862 | 0.092595 | 0.068564 | 0.115961 | 0.179800 | 0.114914 | 0.116243 | 0.276821 | 0.304700 | 0.376466 | 0.330905 | 0.156477 | -0.010313 | -0.206155 | -0.348884 | -0.358718 | -0.251118 | 0.065502 | -0.072144 | -0.264641 | -0.168375 | -0.210622 | -0.123427 | -0.098364 | 0.003422 | -0.096099 | -0.261227 | -0.113170 | 0.038372 | 0.095838 | 0.003130 | -0.053245 | -0.044482 | -0.058087 | -0.141658 | -0.074275 | 0.276556 | 0.299812 | 0.131187 | -0.018323 | 0.090903 | 0.223750 | 0.305013 | 0.342386 | 0.021823 | -0.149130 | 0.416476 | 1.000000 | 0.416690 | 0.087751 | 0.282153 | 0.259655 | 0.094085 | 0.013741 | -0.048523 | -0.138494 | 0.071850 | 0.078787 | -0.019200 | 0.039161 | -0.035881 | -0.213500 | 0.061611 | 0.120801 | -0.278307 | -0.101790 | 0.157455 | -0.096343 | -0.145481 | 0.044130 | -0.109892 | -0.020017 | 0.023232 | -0.083335 | 0.148507 | 0.111274 | 0.011629 | 0.093495 | 0.016788 | -0.104385 | 0.153140 | 0.040192 | -0.252792 | -0.076313 | -0.113766 | -0.069461 | -0.119908 | -0.202323 | -0.145622 | -0.216853 | -0.256258 | 0.008206 | 0.031243 | 0.006395 | 0.196631 | 0.105154 | 0.078096 | 0.009268 | -0.052317 | -0.009927 | -0.146648 |
| 75 | -0.100089 | -0.163227 | 0.139775 | 0.071281 | -0.106465 | -0.123631 | 0.136869 | -0.056743 | 0.015186 | 0.044871 | -0.276781 | -0.060995 | -0.160329 | -0.202072 | 0.075382 | -0.130928 | 0.015853 | -0.033683 | -0.130510 | 0.004612 | -0.140174 | -0.142140 | -0.135563 | -0.005121 | 0.019797 | 0.042314 | -0.022726 | -0.107102 | -0.133892 | -0.105495 | 0.075569 | 0.010614 | 0.044165 | 0.035539 | 0.117651 | 0.334002 | 0.378319 | 0.486205 | 0.416963 | 0.319689 | 0.227658 | 0.056268 | -0.013260 | 0.019420 | 0.129619 | 0.144309 | -0.002208 | -0.050183 | -0.013653 | -0.027475 | -0.011550 | 0.025809 | -0.078779 | -0.249425 | -0.249593 | -0.195631 | -0.182423 | -0.119299 | -0.036189 | -0.015120 | -0.167607 | -0.239145 | -0.124207 | 0.016479 | 0.094189 | -0.056115 | -0.229020 | -0.209051 | -0.035954 | 0.106292 | 0.160345 | -0.031030 | -0.094272 | 0.029388 | 0.416690 | 1.000000 | 0.372705 | -0.008629 | 0.169610 | 0.291113 | 0.454313 | 0.192474 | -0.181131 | 0.067688 | 0.297032 | 0.129474 | 0.045092 | -0.025768 | -0.074236 | 0.170610 | 0.281926 | -0.071463 | -0.250625 | 0.164661 | 0.203563 | 0.092513 | -0.029563 | 0.007816 | 0.282024 | 0.226646 | 0.014042 | 0.177266 | 0.353350 | 0.232229 | 0.133999 | 0.000047 | 0.115188 | 0.162528 | 0.030910 | -0.117734 | 0.024448 | 0.055153 | -0.109601 | -0.087195 | -0.176248 | -0.078421 | -0.166470 | -0.115678 | 0.026641 | -0.132483 | -0.113390 | 0.033533 | 0.036343 | -0.073971 | 0.017128 | -0.104158 | -0.049923 | 0.006978 |
| 76 | 0.026956 | -0.396583 | -0.086578 | 0.270418 | -0.017465 | -0.109460 | -0.152379 | -0.029940 | 0.040685 | 0.029871 | -0.239544 | -0.310544 | -0.104684 | -0.266365 | -0.203664 | -0.258170 | -0.114983 | 0.008433 | -0.305594 | -0.086844 | -0.003812 | -0.008111 | -0.097188 | 0.047458 | 0.099741 | -0.070314 | 0.017527 | 0.039098 | -0.007100 | 0.121122 | 0.119599 | 0.067391 | 0.083003 | -0.056889 | 0.128533 | 0.320295 | 0.419202 | 0.533685 | 0.526843 | 0.461261 | 0.243627 | 0.054676 | 0.007748 | 0.056143 | 0.114824 | 0.137069 | 0.159249 | -0.010836 | -0.067096 | 0.101258 | 0.171638 | 0.092322 | -0.083902 | -0.218130 | -0.235288 | -0.204966 | -0.260946 | -0.283371 | -0.140181 | -0.001158 | -0.001802 | -0.196472 | -0.293707 | -0.259687 | -0.124096 | -0.068373 | -0.022325 | -0.170716 | -0.267546 | -0.150079 | -0.059014 | -0.023711 | -0.055549 | 0.264103 | 0.087751 | 0.372705 | 1.000000 | 0.437713 | 0.028394 | 0.225754 | 0.275531 | 0.197470 | 0.051272 | -0.029815 | -0.070046 | 0.247217 | 0.281649 | 0.095388 | 0.084243 | 0.018769 | 0.098319 | 0.326995 | 0.132821 | 0.024529 | 0.379635 | 0.321484 | 0.213987 | 0.202108 | 0.254336 | 0.369251 | 0.265989 | 0.182329 | 0.319800 | 0.398212 | 0.329572 | 0.308011 | 0.226276 | 0.177184 | 0.223715 | 0.011023 | 0.060412 | 0.083726 | 0.019218 | 0.088359 | -0.037906 | -0.082903 | -0.126700 | -0.205416 | -0.007424 | 0.050871 | -0.173053 | -0.095066 | 0.155800 | -0.093497 | -0.148115 | -0.067155 | -0.135636 | 0.041986 |
| 77 | 0.072950 | -0.261341 | -0.088533 | 0.222182 | 0.021898 | 0.014819 | -0.065244 | 0.190880 | -0.001138 | -0.123517 | -0.126309 | -0.132930 | -0.101762 | -0.263401 | 0.025676 | -0.130698 | -0.146699 | 0.015456 | -0.212238 | -0.238630 | 0.007507 | 0.065966 | -0.141950 | 0.086976 | 0.083471 | -0.062872 | -0.011409 | 0.062109 | 0.013188 | 0.063259 | -0.096032 | -0.063631 | -0.069520 | -0.214965 | 0.151062 | 0.009327 | 0.203942 | 0.281001 | 0.203912 | 0.235834 | -0.025948 | -0.118204 | -0.133752 | -0.086864 | 0.077538 | 0.023209 | 0.020099 | 0.040162 | -0.067232 | 0.065160 | 0.231296 | 0.196008 | 0.019641 | -0.135945 | -0.036901 | 0.071138 | 0.035345 | -0.111203 | -0.052183 | 0.085742 | 0.047462 | -0.141340 | -0.349210 | -0.123619 | -0.044596 | 0.011692 | 0.185081 | 0.069659 | -0.126159 | -0.238216 | 0.069780 | -0.023916 | -0.078427 | 0.300023 | 0.282153 | -0.008629 | 0.437713 | 1.000000 | 0.413731 | -0.111155 | -0.009500 | 0.197287 | 0.155389 | 0.070766 | -0.102679 | -0.029243 | 0.365103 | 0.259489 | 0.018383 | -0.030449 | 0.144901 | 0.161979 | 0.226345 | 0.144037 | -0.051831 | 0.142660 | 0.266603 | 0.171088 | 0.024240 | 0.152419 | 0.185633 | 0.050549 | 0.096637 | 0.194532 | 0.282828 | 0.219601 | 0.102062 | 0.118195 | 0.190715 | -0.004615 | 0.047527 | -0.011752 | -0.064466 | 0.130326 | -0.051073 | -0.164711 | -0.103680 | -0.132338 | 0.026414 | 0.127717 | -0.126043 | 0.051023 | 0.189326 | -0.067790 | 0.000974 | -0.109028 | -0.053389 | -0.144288 |
| 78 | 0.004257 | -0.085448 | 0.046488 | 0.142255 | 0.035004 | -0.116382 | 0.115371 | -0.047072 | 0.020101 | -0.036365 | -0.284314 | 0.056424 | -0.189254 | -0.333317 | 0.122040 | -0.139640 | -0.160243 | 0.003388 | -0.153054 | -0.107228 | -0.103499 | -0.137713 | -0.118121 | -0.081850 | -0.086604 | -0.123311 | -0.161848 | -0.204545 | -0.240997 | -0.165762 | -0.118380 | -0.136380 | -0.072889 | -0.139265 | 0.091515 | 0.168946 | 0.206726 | 0.351834 | 0.253356 | 0.293734 | 0.227500 | 0.083853 | 0.031535 | -0.008932 | 0.225745 | 0.207993 | 0.045360 | 0.029318 | -0.060127 | -0.074489 | -0.076354 | -0.049435 | -0.092094 | -0.190804 | -0.049296 | 0.102238 | -0.002661 | -0.122834 | -0.216479 | -0.216320 | -0.117709 | -0.085693 | -0.087220 | -0.108296 | -0.159391 | -0.184591 | -0.049786 | -0.038660 | -0.026535 | -0.179811 | -0.121131 | -0.094978 | -0.080189 | 0.409507 | 0.259655 | 0.169610 | 0.028394 | 0.413731 | 1.000000 | 0.224655 | -0.105891 | 0.006354 | 0.172784 | 0.449763 | 0.123410 | -0.191509 | 0.056523 | 0.272822 | -0.060487 | 0.032353 | 0.330046 | 0.163159 | 0.141287 | 0.244834 | -0.040797 | -0.072598 | 0.145117 | 0.120972 | -0.034964 | 0.055603 | 0.170015 | 0.180799 | 0.159130 | 0.037032 | 0.155343 | 0.162160 | 0.100465 | 0.173694 | 0.134970 | -0.040792 | -0.082491 | -0.015582 | -0.086760 | -0.051935 | -0.166564 | -0.172636 | -0.039442 | -0.223172 | -0.162024 | -0.128195 | -0.202990 | 0.028211 | 0.022816 | -0.111147 | 0.009489 | -0.110478 | -0.042652 | -0.092223 |
| 79 | 0.117649 | -0.072003 | -0.077065 | 0.118277 | 0.023645 | -0.126124 | -0.040620 | -0.031648 | -0.018086 | 0.155950 | -0.122325 | -0.004507 | 0.018817 | -0.355678 | -0.095649 | -0.036370 | -0.178540 | 0.009029 | -0.015013 | -0.123598 | 0.117925 | -0.111878 | -0.211486 | -0.191867 | -0.321915 | -0.214508 | -0.250017 | -0.267399 | -0.352292 | -0.222352 | -0.102206 | -0.114449 | 0.038126 | -0.005526 | 0.042037 | 0.083348 | 0.283872 | 0.326458 | 0.388549 | 0.477075 | 0.393697 | 0.339720 | 0.128304 | 0.069687 | -0.026976 | 0.052960 | 0.183667 | -0.023068 | -0.069078 | -0.150335 | -0.051693 | -0.001222 | 0.009839 | -0.005926 | -0.102808 | -0.109222 | -0.055969 | 0.043455 | 0.047389 | -0.169214 | -0.221008 | -0.082774 | -0.074639 | -0.095743 | -0.213460 | -0.283612 | -0.174253 | -0.162208 | -0.200260 | -0.157880 | -0.133971 | -0.082182 | -0.011269 | 0.000298 | 0.094085 | 0.291113 | 0.225754 | -0.111155 | 0.224655 | 1.000000 | 0.458598 | -0.191256 | 0.078036 | 0.242966 | 0.221732 | 0.100219 | -0.073633 | -0.060893 | 0.061456 | 0.139229 | 0.074086 | 0.235739 | 0.114955 | -0.078824 | 0.321137 | 0.161673 | -0.076042 | 0.203999 | 0.139455 | 0.114992 | 0.139983 | 0.126805 | 0.271195 | 0.038193 | -0.110164 | 0.223626 | 0.185848 | 0.020826 | 0.092391 | 0.078645 | -0.000716 | 0.076756 | 0.061308 | -0.147931 | -0.173030 | -0.020304 | 0.079561 | -0.205797 | -0.243244 | -0.132700 | -0.357524 | -0.275686 | -0.158182 | -0.121033 | -0.105603 | -0.239922 | -0.030524 | -0.018220 |
| 80 | 0.106788 | -0.219399 | -0.149786 | 0.073698 | -0.036809 | -0.209382 | 0.004766 | -0.106219 | -0.083534 | 0.138034 | -0.167604 | -0.052335 | -0.041936 | -0.187147 | -0.037764 | -0.175987 | -0.089319 | -0.087054 | -0.086650 | -0.008332 | 0.047280 | -0.045315 | -0.204095 | -0.121993 | -0.114603 | -0.095343 | -0.175084 | -0.102677 | -0.270539 | -0.236222 | -0.063388 | -0.174540 | -0.025137 | -0.026677 | -0.036915 | 0.102108 | 0.207426 | 0.330481 | 0.417805 | 0.529190 | 0.507157 | 0.434451 | 0.306427 | 0.272875 | 0.103451 | 0.025328 | 0.166542 | 0.093553 | 0.108409 | -0.011594 | 0.036380 | 0.053478 | -0.037819 | -0.107402 | -0.214747 | -0.245827 | -0.203651 | -0.117526 | -0.043346 | -0.167061 | -0.393142 | -0.341534 | -0.182702 | 0.001705 | -0.091591 | -0.398947 | -0.222791 | -0.068216 | -0.177220 | -0.190840 | -0.016648 | -0.112358 | -0.185594 | -0.081892 | 0.013741 | 0.454313 | 0.275531 | -0.009500 | -0.105891 | 0.458598 | 1.000000 | 0.390433 | -0.323234 | 0.124437 | 0.484670 | 0.179578 | 0.104459 | 0.128165 | 0.120189 | 0.272103 | 0.191181 | 0.062594 | 0.021712 | 0.098914 | 0.284138 | 0.353046 | 0.042992 | 0.044851 | 0.405830 | 0.323075 | -0.003921 | 0.154856 | 0.378620 | 0.172531 | 0.105014 | 0.189116 | 0.285814 | 0.174291 | 0.092879 | -0.033758 | 0.105374 | 0.191395 | -0.060687 | 0.032106 | -0.045214 | 0.049686 | 0.073393 | -0.065615 | 0.050614 | -0.077379 | -0.308492 | -0.158637 | 0.024436 | -0.045448 | -0.005580 | -0.019465 | 0.092190 | -0.006063 |
| 81 | 0.255571 | -0.238716 | -0.213725 | 0.122359 | -0.155267 | -0.001521 | 0.008968 | -0.092938 | -0.212875 | 0.330223 | -0.022559 | -0.045471 | 0.136756 | -0.098240 | 0.300345 | -0.283650 | -0.048524 | 0.109357 | -0.193546 | 0.054902 | 0.137601 | -0.024915 | -0.229838 | -0.025374 | 0.022753 | 0.083668 | -0.174860 | 0.000414 | -0.301795 | -0.352091 | -0.147245 | -0.281043 | -0.102873 | -0.170088 | -0.036177 | 0.051793 | 0.101944 | 0.210278 | 0.281380 | 0.376193 | 0.391498 | 0.337982 | 0.223727 | 0.322907 | 0.227225 | 0.157022 | 0.014202 | 0.067343 | 0.283799 | 0.108789 | 0.058343 | 0.027968 | -0.050595 | -0.163919 | -0.178592 | -0.197685 | -0.252794 | -0.332026 | -0.228385 | -0.058603 | -0.174579 | -0.167885 | -0.121643 | 0.041496 | -0.030907 | -0.256337 | -0.213558 | -0.018157 | -0.020234 | -0.201443 | -0.038343 | 0.004402 | -0.024798 | -0.098672 | -0.048523 | 0.192474 | 0.197470 | 0.197287 | 0.006354 | -0.191256 | 0.390433 | 1.000000 | 0.035395 | -0.045260 | 0.295007 | 0.017132 | 0.136609 | 0.259971 | 0.154248 | 0.073061 | 0.279410 | 0.061229 | 0.069347 | 0.124261 | -0.018249 | 0.299808 | 0.199730 | -0.049050 | 0.170674 | 0.350129 | 0.044460 | 0.058059 | 0.218339 | 0.175054 | 0.220318 | 0.153321 | 0.263730 | 0.207984 | 0.090741 | -0.078710 | 0.136666 | 0.146980 | -0.152719 | 0.080727 | 0.018732 | 0.028317 | 0.103602 | 0.031892 | 0.138697 | 0.020179 | -0.084806 | 0.123646 | 0.126780 | 0.099189 | 0.121064 | 0.039699 | 0.156039 | -0.089286 |
| 82 | -0.068257 | 0.216151 | -0.055219 | -0.189004 | 0.210228 | -0.056111 | -0.097468 | -0.170866 | 0.253093 | 0.091933 | 0.019147 | 0.111593 | -0.051538 | 0.000754 | -0.081895 | 0.172411 | -0.257580 | 0.111533 | 0.087291 | -0.057121 | 0.131155 | -0.162319 | 0.135178 | -0.006937 | 0.065445 | 0.015566 | 0.067420 | -0.049029 | -0.149804 | -0.083525 | -0.281576 | -0.103345 | -0.021908 | 0.004229 | -0.050818 | 0.036713 | 0.054038 | 0.076052 | 0.138258 | 0.102187 | 0.116009 | 0.065004 | 0.042491 | 0.003974 | -0.066208 | 0.082366 | 0.009077 | -0.194789 | -0.158559 | -0.182798 | -0.117225 | -0.188111 | -0.105660 | 0.079821 | 0.020333 | 0.107259 | 0.009037 | -0.044125 | -0.126547 | -0.129818 | 0.166420 | 0.194261 | 0.117293 | -0.167073 | -0.053097 | 0.033652 | -0.059351 | -0.110170 | -0.024356 | -0.006765 | -0.251518 | 0.132140 | 0.182680 | -0.007959 | -0.138494 | -0.181131 | 0.051272 | 0.155389 | 0.172784 | 0.078036 | -0.323234 | 0.035395 | 1.000000 | 0.149329 | -0.221692 | 0.100759 | -0.077237 | 0.070985 | 0.110939 | -0.078966 | -0.149154 | 0.209719 | 0.149959 | -0.190099 | -0.071262 | -0.032851 | -0.015973 | 0.175422 | -0.246958 | -0.258558 | 0.186299 | -0.123386 | -0.177640 | -0.093572 | -0.067030 | 0.104402 | 0.051124 | -0.118095 | 0.012385 | 0.123859 | -0.171643 | -0.079276 | 0.106264 | -0.072181 | -0.191603 | 0.010694 | 0.067349 | -0.038242 | -0.163072 | -0.080502 | 0.055378 | -0.098435 | -0.034803 | -0.053157 | -0.037616 | -0.094247 | -0.173463 | -0.059251 |
| 83 | 0.046954 | -0.092641 | -0.107556 | -0.050085 | -0.031945 | 0.041927 | 0.071758 | -0.165739 | 0.087518 | 0.054265 | -0.144228 | 0.100289 | -0.124968 | -0.097952 | -0.019330 | -0.108585 | -0.009128 | -0.213735 | -0.014334 | -0.006186 | -0.084352 | -0.128466 | -0.054909 | -0.028188 | -0.015041 | 0.012419 | -0.040868 | 0.054845 | -0.162150 | -0.021797 | -0.047871 | -0.108309 | 0.043142 | -0.052820 | 0.188007 | 0.134400 | 0.142338 | 0.215007 | 0.183717 | 0.240938 | 0.227468 | 0.152671 | 0.136418 | 0.097570 | 0.060700 | 0.101612 | -0.000506 | 0.012034 | -0.080079 | -0.264717 | -0.313122 | -0.272808 | -0.050130 | -0.017565 | 0.026468 | 0.086071 | -0.018950 | -0.102975 | -0.230353 | -0.318237 | -0.178568 | -0.065160 | 0.038800 | 0.029995 | -0.228721 | -0.298377 | -0.186968 | 0.039688 | -0.012492 | -0.245296 | -0.188586 | -0.128648 | 0.098091 | 0.265659 | 0.071850 | 0.067688 | -0.029815 | 0.070766 | 0.449763 | 0.242966 | 0.124437 | -0.045260 | 0.149329 | 1.000000 | 0.293620 | -0.268273 | 0.153224 | 0.267741 | 0.108200 | 0.028792 | 0.201477 | 0.151247 | 0.213082 | 0.226350 | -0.017618 | 0.086198 | 0.062328 | -0.034661 | 0.027101 | 0.035156 | -0.032206 | -0.010445 | 0.042085 | -0.081742 | -0.016454 | 0.116856 | 0.118934 | 0.151180 | 0.144972 | 0.001946 | -0.139618 | 0.021439 | 0.051748 | -0.009308 | -0.028966 | 0.031838 | 0.202435 | -0.031091 | -0.078023 | -0.089359 | -0.182139 | -0.071965 | 0.015817 | 0.051700 | -0.110647 | -0.107544 | 0.019393 | -0.059871 |
| 84 | 0.047069 | -0.061423 | -0.059974 | -0.044210 | 0.065027 | -0.283018 | 0.287148 | -0.315765 | -0.129820 | 0.146634 | -0.188389 | 0.113813 | -0.101326 | -0.011892 | 0.026069 | -0.103632 | -0.125539 | -0.160190 | -0.044221 | -0.015582 | 0.033780 | -0.091382 | -0.236155 | -0.056583 | -0.014146 | -0.111590 | -0.101438 | -0.095271 | -0.163014 | -0.120199 | 0.012541 | -0.150867 | -0.009930 | 0.072774 | -0.089419 | 0.056451 | -0.003740 | 0.156546 | 0.202265 | 0.357202 | 0.450427 | 0.418665 | 0.424851 | 0.286052 | 0.220673 | 0.081372 | 0.030435 | -0.028339 | 0.012815 | -0.149077 | -0.178607 | -0.112505 | -0.092290 | -0.077113 | -0.129514 | -0.067688 | -0.118926 | -0.120069 | -0.091454 | -0.158969 | -0.369545 | -0.349642 | -0.062730 | 0.055328 | 0.020675 | -0.312934 | -0.265300 | -0.026427 | 0.080948 | -0.050610 | -0.114101 | -0.227697 | -0.231362 | 0.087220 | 0.078787 | 0.297032 | -0.070046 | -0.102679 | 0.123410 | 0.221732 | 0.484670 | 0.295007 | -0.221692 | 0.293620 | 1.000000 | 0.102701 | -0.151208 | 0.175194 | 0.092809 | 0.377045 | 0.220635 | -0.108042 | 0.002817 | 0.316418 | 0.049602 | 0.187705 | -0.016184 | -0.138762 | 0.212744 | 0.170567 | 0.023490 | -0.038311 | 0.218526 | 0.189637 | 0.103996 | 0.037173 | 0.246910 | 0.199232 | -0.103783 | -0.184456 | 0.045438 | 0.091105 | -0.113237 | 0.063054 | -0.068254 | 0.075376 | 0.113707 | 0.038661 | 0.092269 | -0.028952 | -0.197543 | -0.043417 | 0.081772 | -0.073698 | 0.121197 | 0.020926 | 0.218135 | -0.040488 |
| 85 | -0.041156 | -0.140425 | -0.099284 | 0.026757 | -0.000688 | -0.019967 | -0.091355 | 0.019630 | 0.092924 | -0.064709 | -0.065169 | -0.075333 | -0.105070 | -0.065322 | -0.125830 | -0.020655 | 0.015429 | -0.141154 | 0.004501 | -0.054066 | -0.058002 | 0.105273 | -0.000097 | 0.021281 | 0.042538 | 0.049787 | 0.067800 | 0.072795 | 0.062315 | 0.011090 | -0.086421 | -0.089165 | 0.002018 | 0.005214 | -0.029630 | -0.035536 | -0.021206 | 0.043981 | 0.099816 | 0.175847 | 0.124881 | 0.138219 | 0.203282 | 0.111787 | 0.021073 | -0.023466 | 0.059091 | -0.041017 | -0.108957 | 0.105564 | 0.237545 | 0.171290 | 0.109808 | 0.112165 | 0.061082 | 0.002671 | -0.021677 | -0.023888 | -0.003103 | -0.018581 | -0.033907 | -0.166287 | -0.321680 | -0.317098 | -0.136073 | -0.076600 | -0.104627 | -0.221775 | -0.106446 | 0.168683 | 0.059127 | -0.188935 | -0.251797 | -0.055872 | -0.019200 | 0.129474 | 0.247217 | -0.029243 | -0.191509 | 0.100219 | 0.179578 | 0.017132 | 0.100759 | -0.268273 | 0.102701 | 1.000000 | 0.218363 | -0.257781 | 0.165043 | 0.294159 | 0.050397 | -0.065852 | -0.104788 | -0.072320 | 0.194922 | 0.194927 | 0.013548 | 0.110485 | 0.192294 | 0.076103 | 0.084446 | 0.020654 | 0.124738 | 0.323182 | 0.098059 | -0.049573 | 0.119449 | 0.106921 | -0.128589 | -0.083779 | 0.125568 | 0.057183 | 0.059330 | 0.100677 | 0.016578 | 0.085325 | 0.105173 | -0.044280 | 0.043248 | 0.217746 | -0.008198 | -0.130464 | 0.113292 | -0.004005 | -0.050386 | 0.054211 | -0.020111 | 0.170476 |
| 86 | 0.108864 | -0.354961 | -0.189113 | 0.259700 | -0.007943 | 0.050844 | -0.111158 | 0.167583 | 0.046139 | -0.251328 | -0.138502 | -0.256820 | -0.219402 | -0.202836 | -0.130387 | -0.105399 | 0.037745 | -0.165221 | -0.154811 | -0.092631 | -0.088215 | 0.171906 | -0.124932 | 0.035046 | 0.161205 | 0.095442 | 0.100779 | 0.270007 | 0.239223 | 0.193522 | 0.046055 | -0.017487 | 0.089856 | -0.037590 | 0.234038 | 0.066315 | 0.001254 | 0.059784 | 0.005714 | 0.095570 | -0.053298 | -0.056185 | 0.072573 | 0.074643 | 0.077431 | -0.050704 | 0.046442 | 0.122119 | 0.017550 | 0.102347 | 0.208837 | 0.221700 | 0.181115 | 0.035828 | 0.039965 | 0.066415 | -0.011119 | -0.109009 | -0.071527 | 0.001234 | -0.012159 | -0.163559 | -0.320334 | -0.168265 | -0.201578 | -0.138014 | 0.082579 | 0.020986 | -0.138565 | -0.156976 | 0.199449 | 0.006072 | -0.126798 | 0.089398 | 0.039161 | 0.045092 | 0.281649 | 0.365103 | 0.056523 | -0.073633 | 0.104459 | 0.136609 | -0.077237 | 0.153224 | -0.151208 | 0.218363 | 1.000000 | 0.261461 | -0.074748 | -0.003691 | 0.323241 | 0.201605 | 0.068591 | 0.210541 | 0.013685 | 0.287081 | 0.282857 | 0.096824 | 0.196097 | 0.162931 | -0.010317 | 0.090250 | 0.110596 | 0.064336 | 0.247765 | 0.092513 | 0.003471 | 0.187436 | 0.209160 | -0.057409 | 0.120621 | 0.222188 | 0.113291 | 0.297928 | 0.182742 | 0.037209 | 0.036343 | -0.023655 | 0.099712 | 0.199511 | -0.009669 | 0.038070 | 0.233002 | 0.009157 | -0.044480 | 0.023508 | 0.035326 | 0.076223 |
| 87 | -0.000200 | -0.262613 | -0.033117 | 0.077726 | 0.033552 | -0.050942 | -0.015798 | -0.066655 | -0.139041 | -0.025201 | -0.187930 | -0.202610 | -0.006835 | -0.086561 | -0.045519 | -0.088811 | -0.145688 | 0.064732 | -0.087234 | -0.212406 | 0.097411 | 0.217278 | -0.187950 | 0.164896 | 0.279817 | -0.046823 | 0.109651 | 0.190084 | 0.083557 | 0.091627 | -0.075681 | -0.161546 | -0.103699 | -0.065352 | -0.078084 | 0.071354 | 0.091885 | 0.146823 | 0.196499 | 0.214643 | 0.270948 | 0.252628 | 0.257323 | 0.268173 | 0.327720 | 0.256059 | 0.172354 | 0.161898 | 0.040271 | 0.032641 | 0.019809 | -0.023597 | -0.004684 | -0.165373 | -0.203430 | -0.138528 | -0.268790 | -0.337425 | -0.262435 | -0.124987 | -0.151602 | -0.282442 | -0.103411 | -0.066042 | -0.118759 | -0.191706 | -0.100447 | 0.065923 | -0.141191 | -0.356574 | -0.155193 | 0.129959 | 0.074591 | 0.072830 | -0.035881 | -0.025768 | 0.095388 | 0.259489 | 0.272822 | -0.060893 | 0.128165 | 0.259971 | 0.070985 | 0.267741 | 0.175194 | -0.257781 | 0.261461 | 1.000000 | 0.250851 | -0.301310 | 0.202499 | 0.342375 | 0.314345 | 0.281707 | 0.005503 | 0.122306 | 0.328813 | 0.190114 | 0.116413 | 0.131108 | 0.109587 | 0.211602 | 0.190642 | 0.080350 | 0.245610 | 0.276749 | 0.152074 | 0.169091 | 0.236046 | 0.087559 | 0.031436 | 0.161330 | 0.049529 | 0.181156 | 0.153423 | 0.044167 | 0.073739 | -0.030957 | 0.160361 | 0.032339 | -0.105923 | 0.051002 | 0.158065 | 0.169492 | 0.106293 | 0.108111 | -0.012705 | 0.072988 |
| 88 | 0.069252 | -0.120090 | -0.076794 | -0.004554 | 0.074185 | -0.091000 | -0.119628 | 0.017357 | -0.256838 | 0.178168 | -0.022770 | -0.241478 | 0.153679 | -0.098032 | -0.167538 | -0.161195 | -0.146925 | 0.021426 | -0.045349 | -0.098168 | 0.021554 | 0.057993 | -0.197107 | 0.015352 | 0.046353 | -0.088927 | -0.002154 | 0.051167 | -0.076406 | -0.052371 | -0.111019 | -0.205618 | -0.146075 | -0.144549 | -0.224201 | -0.134444 | -0.043127 | 0.026725 | 0.157943 | 0.245612 | 0.292314 | 0.361978 | 0.340736 | 0.328283 | 0.178597 | 0.169466 | 0.166526 | 0.035862 | 0.061500 | 0.054524 | 0.150478 | 0.050913 | 0.089486 | 0.110662 | -0.032787 | -0.076657 | -0.181262 | -0.169126 | -0.081208 | -0.070472 | -0.047422 | -0.085553 | -0.126262 | -0.225782 | -0.262270 | -0.246565 | -0.206824 | -0.085147 | -0.084662 | -0.266257 | -0.305951 | -0.101331 | 0.150696 | 0.040726 | -0.213500 | -0.074236 | 0.084243 | 0.018383 | -0.060487 | 0.061456 | 0.120189 | 0.154248 | 0.110939 | 0.108200 | 0.092809 | 0.165043 | -0.074748 | 0.250851 | 1.000000 | 0.158095 | -0.257553 | 0.343113 | 0.303353 | 0.040597 | 0.053450 | 0.211522 | 0.128356 | 0.235790 | 0.118636 | 0.148733 | 0.207036 | 0.011432 | 0.152300 | 0.174557 | 0.071101 | 0.193252 | 0.447087 | 0.038751 | -0.012858 | 0.252848 | 0.109903 | 0.071150 | -0.138977 | 0.112334 | 0.106759 | 0.054311 | 0.249964 | 0.143118 | 0.084027 | 0.091623 | -0.083378 | -0.133456 | 0.158637 | 0.158248 | 0.121503 | 0.069269 | 0.044663 | 0.173877 |
| 89 | 0.074315 | -0.225631 | -0.007668 | 0.173636 | -0.089812 | -0.074022 | 0.008893 | -0.208946 | -0.065918 | 0.210052 | -0.138390 | -0.114859 | -0.034621 | -0.147513 | -0.027024 | -0.143166 | -0.010189 | -0.032405 | -0.029517 | 0.123841 | 0.094251 | -0.180383 | -0.190136 | -0.089467 | -0.217376 | -0.028914 | -0.148382 | -0.149217 | -0.063042 | -0.044448 | 0.180391 | 0.046508 | 0.140020 | 0.087101 | 0.047218 | 0.189160 | 0.139790 | 0.157112 | 0.220296 | 0.284258 | 0.313786 | 0.361206 | 0.359854 | 0.355383 | 0.233226 | 0.161846 | 0.152392 | -0.002298 | 0.066051 | 0.047196 | 0.102179 | 0.015447 | -0.109463 | -0.132518 | -0.172354 | -0.151392 | -0.198923 | -0.198419 | -0.140389 | -0.166282 | -0.237334 | -0.214217 | -0.235353 | -0.227784 | -0.142410 | -0.264869 | -0.225741 | -0.197328 | -0.057477 | 0.014005 | -0.047791 | -0.274034 | -0.271329 | 0.095029 | 0.061611 | 0.170610 | 0.018769 | -0.030449 | 0.032353 | 0.139229 | 0.272103 | 0.073061 | -0.078966 | 0.028792 | 0.377045 | 0.294159 | -0.003691 | -0.301310 | 0.158095 | 1.000000 | 0.302143 | -0.199373 | 0.161110 | 0.261390 | 0.247100 | 0.339693 | 0.133265 | 0.063876 | 0.350304 | 0.376818 | 0.249464 | 0.125672 | 0.222553 | 0.318959 | 0.182636 | -0.009671 | 0.268904 | 0.258078 | -0.057656 | -0.008666 | 0.179624 | 0.226473 | 0.101886 | 0.084984 | 0.003752 | -0.023468 | 0.081883 | 0.087905 | 0.033686 | 0.102912 | -0.007313 | 0.072722 | 0.182684 | -0.093594 | 0.150265 | 0.199842 | 0.101905 | 0.012262 |
| 90 | 0.189087 | -0.418376 | -0.126681 | 0.336389 | -0.219070 | 0.016880 | -0.010763 | 0.008502 | -0.141514 | 0.176280 | -0.223293 | -0.170438 | 0.041042 | -0.345184 | 0.223770 | -0.218537 | -0.023949 | 0.012660 | -0.203107 | -0.037007 | 0.019878 | -0.042851 | -0.286221 | 0.012632 | -0.142711 | 0.004562 | -0.152446 | -0.077141 | -0.073740 | -0.064374 | 0.167430 | -0.012173 | 0.106763 | 0.005854 | 0.247088 | 0.282785 | 0.287675 | 0.282282 | 0.232377 | 0.271397 | 0.233038 | 0.251911 | 0.254634 | 0.334719 | 0.399269 | 0.313850 | 0.195206 | 0.290655 | 0.271306 | 0.195626 | 0.100418 | 0.033573 | -0.013681 | -0.317309 | -0.272510 | -0.221336 | -0.298304 | -0.357685 | -0.302247 | -0.121833 | -0.222572 | -0.302711 | -0.299669 | -0.175908 | -0.235651 | -0.336987 | -0.165857 | -0.078562 | -0.149145 | -0.200208 | 0.030394 | -0.082806 | -0.112847 | 0.058351 | 0.120801 | 0.281926 | 0.098319 | 0.144901 | 0.330046 | 0.074086 | 0.191181 | 0.279410 | -0.149154 | 0.201477 | 0.220635 | 0.050397 | 0.323241 | 0.202499 | -0.257553 | 0.302143 | 1.000000 | 0.168368 | 0.009973 | 0.472417 | 0.268769 | 0.347223 | 0.310061 | 0.118168 | 0.319049 | 0.489143 | 0.196830 | 0.254167 | 0.300140 | 0.242599 | 0.348670 | 0.005063 | 0.074052 | 0.408899 | 0.262465 | -0.110057 | 0.182638 | 0.379920 | 0.128062 | 0.156533 | 0.092555 | 0.055170 | 0.052440 | -0.112888 | 0.120371 | 0.135479 | -0.055624 | 0.225410 | 0.105510 | -0.065175 | 0.089185 | 0.049255 | 0.111523 | -0.046155 |
| 91 | 0.096144 | -0.186554 | -0.081690 | 0.156048 | 0.110348 | -0.160511 | -0.198028 | 0.082745 | -0.057513 | 0.038845 | -0.126464 | -0.237732 | 0.114143 | -0.263436 | -0.233152 | -0.065875 | -0.317129 | 0.081772 | -0.143101 | -0.208526 | 0.023592 | -0.041872 | -0.106459 | -0.092391 | -0.031277 | -0.160211 | -0.132610 | -0.083224 | -0.126122 | -0.022515 | -0.044840 | -0.075425 | 0.017161 | -0.014976 | -0.060067 | 0.068838 | 0.200153 | 0.261099 | 0.326419 | 0.351304 | 0.279499 | 0.243272 | 0.250042 | 0.253102 | 0.172007 | 0.214746 | 0.238989 | 0.095200 | 0.051514 | 0.032959 | 0.110698 | 0.059594 | 0.015482 | -0.046165 | -0.146355 | -0.123998 | -0.208842 | -0.216290 | -0.139814 | -0.123993 | -0.056042 | -0.068704 | -0.136253 | -0.314404 | -0.353901 | -0.287346 | -0.140033 | -0.145982 | -0.252091 | -0.393777 | -0.320083 | 0.060951 | 0.118117 | 0.030035 | -0.278307 | -0.071463 | 0.326995 | 0.161979 | 0.163159 | 0.235739 | 0.062594 | 0.061229 | 0.209719 | 0.151247 | -0.108042 | -0.065852 | 0.201605 | 0.342375 | 0.343113 | -0.199373 | 0.168368 | 1.000000 | 0.311303 | -0.047921 | 0.407356 | 0.271405 | 0.251164 | 0.465389 | 0.079363 | 0.113203 | 0.387261 | 0.166752 | 0.091113 | 0.116129 | 0.209830 | 0.360537 | 0.209612 | 0.037237 | 0.335617 | 0.213804 | 0.046532 | 0.131742 | 0.035500 | 0.109143 | -0.021330 | 0.018873 | 0.044393 | -0.049059 | -0.033845 | -0.056191 | -0.118671 | -0.158278 | -0.010145 | -0.120940 | -0.090044 | 0.024030 | -0.040881 | -0.015223 |
| 92 | 0.075036 | -0.238385 | -0.044158 | 0.179700 | 0.079017 | -0.089783 | -0.147753 | -0.059287 | -0.115587 | 0.044266 | -0.186954 | -0.198001 | 0.065277 | -0.118067 | -0.072676 | -0.074572 | -0.110439 | 0.076037 | -0.082232 | -0.099022 | 0.140401 | -0.032147 | -0.175212 | -0.064501 | -0.031154 | -0.143419 | -0.125114 | 0.051460 | -0.039622 | 0.057102 | -0.033112 | -0.084099 | -0.057260 | -0.148651 | -0.030217 | -0.044869 | 0.116889 | 0.127448 | 0.225375 | 0.340122 | 0.295361 | 0.338339 | 0.288765 | 0.255687 | 0.155146 | 0.195103 | 0.258071 | 0.138985 | 0.044013 | -0.030419 | 0.070251 | 0.046442 | -0.010099 | -0.024574 | -0.047166 | -0.111706 | -0.214309 | -0.290434 | -0.198520 | -0.103662 | -0.116656 | -0.120088 | -0.131259 | -0.199967 | -0.305511 | -0.294122 | -0.213317 | -0.109132 | -0.098260 | -0.260895 | -0.218123 | -0.065060 | 0.011891 | 0.116473 | -0.101790 | -0.250625 | 0.132821 | 0.226345 | 0.141287 | 0.114955 | 0.021712 | 0.069347 | 0.149959 | 0.213082 | 0.002817 | -0.104788 | 0.068591 | 0.314345 | 0.303353 | 0.161110 | 0.009973 | 0.311303 | 1.000000 | 0.297968 | -0.008502 | 0.410506 | 0.360395 | 0.251536 | 0.058096 | 0.253063 | 0.304826 | 0.231811 | 0.152470 | 0.013545 | 0.138865 | 0.211611 | 0.179201 | 0.020871 | 0.096189 | 0.238086 | 0.149926 | 0.089205 | 0.168391 | 0.248444 | 0.107710 | -0.054772 | 0.052069 | 0.063259 | -0.080636 | -0.005602 | -0.069599 | -0.119801 | 0.061569 | 0.005535 | 0.070956 | 0.084912 | -0.027903 | 0.046616 |
| 93 | 0.047652 | -0.288369 | -0.086468 | 0.175999 | 0.041626 | -0.234902 | -0.020444 | -0.241986 | -0.080694 | 0.000316 | -0.346655 | -0.274758 | -0.329204 | -0.121686 | -0.041531 | -0.258277 | 0.095528 | -0.152338 | -0.215291 | 0.075369 | -0.170662 | -0.078888 | -0.125550 | 0.181444 | 0.200299 | 0.061184 | 0.193812 | 0.200212 | 0.259403 | 0.299051 | 0.341738 | 0.157810 | 0.129875 | 0.067856 | 0.107516 | 0.143126 | -0.002572 | 0.124648 | 0.032289 | 0.124994 | 0.187991 | 0.144763 | 0.287036 | 0.195050 | 0.307149 | 0.274693 | 0.212157 | 0.272581 | 0.098067 | -0.016713 | -0.089398 | -0.087181 | -0.094792 | -0.252471 | -0.239211 | -0.125749 | -0.230408 | -0.332408 | -0.284303 | -0.099199 | -0.166886 | -0.319126 | -0.162541 | -0.138952 | -0.161646 | -0.235088 | -0.131596 | 0.003262 | 0.031006 | -0.046685 | -0.027032 | -0.146885 | -0.157409 | 0.197040 | 0.157455 | 0.164661 | 0.024529 | 0.144037 | 0.244834 | -0.078824 | 0.098914 | 0.124261 | -0.190099 | 0.226350 | 0.316418 | -0.072320 | 0.210541 | 0.281707 | 0.040597 | 0.261390 | 0.472417 | -0.047921 | 0.297968 | 1.000000 | 0.092978 | 0.232083 | 0.447806 | -0.039485 | 0.220979 | 0.334300 | 0.045180 | 0.174021 | 0.262602 | 0.101981 | 0.197452 | 0.013939 | 0.151043 | 0.238382 | 0.028548 | -0.005213 | 0.321970 | 0.261487 | -0.007781 | 0.391038 | 0.189333 | 0.061594 | 0.073381 | 0.047464 | 0.230669 | 0.078579 | -0.001775 | 0.160825 | 0.165900 | -0.035425 | 0.066185 | 0.155290 | 0.137736 | -0.018206 |
| 94 | 0.102039 | -0.365920 | -0.104407 | 0.173203 | -0.157353 | 0.009730 | -0.275291 | -0.112172 | 0.007729 | 0.202202 | -0.122562 | -0.252809 | 0.023564 | -0.231485 | -0.170429 | -0.197653 | 0.037710 | -0.000429 | -0.071033 | 0.057695 | 0.021366 | -0.079819 | 0.005513 | 0.071129 | -0.067891 | 0.053932 | -0.035956 | -0.021356 | -0.037277 | 0.101373 | 0.218961 | 0.091080 | 0.218037 | 0.094030 | 0.031056 | 0.241929 | 0.372247 | 0.383702 | 0.460931 | 0.415535 | 0.391355 | 0.324996 | 0.246911 | 0.282501 | 0.106783 | 0.320248 | 0.360582 | 0.137731 | 0.032563 | 0.055647 | 0.090476 | -0.087133 | -0.170267 | -0.268506 | -0.339621 | -0.377538 | -0.375246 | -0.316694 | -0.200498 | -0.142731 | -0.180527 | -0.200624 | -0.227992 | -0.368957 | -0.326158 | -0.226714 | -0.217105 | -0.327871 | -0.438233 | -0.259600 | -0.145038 | -0.075556 | -0.139509 | -0.128318 | -0.096343 | 0.203563 | 0.379635 | -0.051831 | -0.040797 | 0.321137 | 0.284138 | -0.018249 | -0.071262 | -0.017618 | 0.049602 | 0.194922 | 0.013685 | 0.005503 | 0.053450 | 0.247100 | 0.268769 | 0.407356 | -0.008502 | 0.092978 | 1.000000 | 0.385501 | 0.095891 | 0.400627 | 0.471034 | 0.313994 | 0.256857 | 0.288192 | 0.286931 | 0.435510 | 0.177149 | 0.265993 | 0.258016 | 0.172056 | 0.219936 | 0.180736 | 0.247541 | 0.238880 | 0.270615 | 0.018366 | 0.010164 | 0.111889 | 0.008946 | -0.097390 | 0.030815 | -0.015392 | -0.151037 | -0.073743 | 0.022194 | -0.143160 | -0.212597 | 0.133890 | -0.111579 | -0.067479 |
| 95 | 0.183300 | -0.462108 | -0.268499 | 0.274927 | -0.002374 | -0.174358 | -0.175601 | 0.002835 | -0.190389 | 0.113751 | -0.240530 | -0.303873 | 0.028943 | -0.219563 | -0.089046 | -0.240388 | -0.054358 | -0.104629 | -0.082525 | -0.018362 | 0.008408 | -0.025861 | -0.226677 | 0.010275 | -0.060678 | -0.051138 | -0.100467 | 0.076713 | -0.040696 | 0.050673 | 0.128144 | -0.054180 | 0.096440 | -0.038469 | 0.014739 | 0.054471 | 0.190784 | 0.231588 | 0.370402 | 0.521508 | 0.445550 | 0.488995 | 0.469178 | 0.488094 | 0.233560 | 0.261070 | 0.438733 | 0.269307 | 0.207171 | 0.105041 | 0.155729 | 0.036989 | -0.042213 | -0.123712 | -0.226280 | -0.279521 | -0.347312 | -0.344696 | -0.177481 | -0.087745 | -0.201564 | -0.286080 | -0.392051 | -0.383258 | -0.451086 | -0.473123 | -0.181753 | -0.164701 | -0.281702 | -0.319509 | -0.103415 | -0.074160 | -0.108301 | -0.045467 | -0.145481 | 0.092513 | 0.321484 | 0.142660 | -0.072598 | 0.161673 | 0.353046 | 0.299808 | -0.032851 | 0.086198 | 0.187705 | 0.194927 | 0.287081 | 0.122306 | 0.211522 | 0.339693 | 0.347223 | 0.271405 | 0.410506 | 0.232083 | 0.385501 | 1.000000 | 0.464512 | 0.058860 | 0.438232 | 0.534548 | 0.308277 | 0.166094 | 0.209141 | 0.298692 | 0.318559 | 0.206008 | 0.379155 | 0.256775 | 0.149447 | 0.174966 | 0.272880 | 0.361169 | 0.317416 | 0.261628 | 0.153428 | 0.156976 | 0.119100 | 0.042497 | -0.019652 | 0.070701 | -0.191480 | -0.197894 | 0.110226 | -0.061008 | 0.076334 | 0.024705 | 0.065802 | 0.101502 |
| 96 | 0.201543 | -0.526813 | -0.167226 | 0.365867 | -0.156475 | 0.049736 | -0.266555 | 0.085376 | -0.112873 | 0.028972 | -0.152417 | -0.452916 | -0.019670 | -0.176093 | -0.078762 | -0.226070 | -0.001856 | -0.025518 | -0.102268 | -0.164719 | 0.083535 | 0.175215 | -0.196631 | 0.278589 | 0.121068 | 0.075071 | 0.103215 | 0.247023 | 0.236534 | 0.238708 | 0.229448 | 0.110837 | 0.163364 | -0.003157 | 0.144417 | -0.012199 | 0.044889 | 0.093530 | 0.082543 | 0.177812 | 0.128051 | 0.162415 | 0.257657 | 0.271946 | 0.269442 | 0.293952 | 0.245852 | 0.317641 | 0.167105 | 0.139180 | 0.188141 | 0.110775 | 0.023599 | -0.253922 | -0.283038 | -0.231422 | -0.289496 | -0.388716 | -0.254183 | -0.105632 | -0.163295 | -0.272628 | -0.382208 | -0.262209 | -0.268935 | -0.241728 | -0.042106 | 0.004247 | -0.028899 | -0.111003 | 0.024973 | -0.049523 | -0.109179 | 0.122963 | 0.044130 | -0.029563 | 0.213987 | 0.266603 | 0.145117 | -0.076042 | 0.042992 | 0.199730 | -0.015973 | 0.062328 | -0.016184 | 0.013548 | 0.282857 | 0.328813 | 0.128356 | 0.133265 | 0.310061 | 0.251164 | 0.360395 | 0.447806 | 0.095891 | 0.464512 | 1.000000 | 0.163902 | 0.032671 | 0.448922 | 0.332465 | 0.266057 | 0.103046 | 0.230869 | 0.306975 | 0.231732 | 0.178119 | 0.213741 | 0.195652 | 0.087551 | 0.347548 | 0.257303 | 0.177435 | 0.388997 | 0.250418 | 0.073542 | 0.190290 | 0.092856 | 0.122450 | 0.198410 | 0.051499 | 0.070497 | 0.157177 | 0.137847 | 0.024562 | 0.164807 | 0.150668 | 0.034134 |
| 97 | 0.032826 | -0.295975 | 0.016126 | 0.260817 | 0.085969 | 0.022708 | -0.278171 | 0.136375 | 0.052426 | -0.010391 | -0.178084 | -0.319353 | 0.023001 | -0.333175 | -0.184919 | 0.020484 | -0.104463 | 0.176098 | -0.078212 | -0.176155 | 0.091155 | 0.019635 | -0.130479 | -0.003198 | -0.037072 | -0.145555 | -0.039876 | -0.019561 | -0.040275 | 0.078291 | -0.091912 | -0.107435 | -0.019074 | -0.082801 | 0.050141 | 0.096858 | 0.254326 | 0.280069 | 0.333721 | 0.296501 | 0.187630 | 0.180048 | 0.150160 | 0.133962 | 0.012592 | 0.230181 | 0.282068 | 0.187843 | 0.130035 | 0.249889 | 0.408941 | 0.148818 | 0.032621 | -0.094091 | -0.212067 | -0.241846 | -0.310538 | -0.229008 | -0.084798 | 0.034930 | -0.001679 | -0.138164 | -0.225710 | -0.334757 | -0.261412 | -0.228233 | -0.212873 | -0.240629 | -0.346973 | -0.306322 | -0.114638 | 0.041569 | -0.024209 | -0.066006 | -0.109892 | 0.007816 | 0.202108 | 0.171088 | 0.120972 | 0.203999 | 0.044851 | -0.049050 | 0.175422 | -0.034661 | -0.138762 | 0.110485 | 0.096824 | 0.190114 | 0.235790 | 0.063876 | 0.118168 | 0.465389 | 0.251536 | -0.039485 | 0.400627 | 0.058860 | 0.163902 | 1.000000 | 0.320042 | 0.001536 | 0.419164 | 0.411919 | 0.357374 | 0.247119 | 0.173674 | 0.332710 | 0.214731 | 0.085888 | 0.193905 | 0.248846 | 0.221344 | 0.131263 | 0.080008 | 0.097885 | 0.019794 | -0.066143 | -0.035697 | -0.099710 | -0.066489 | 0.001274 | -0.087848 | -0.039909 | 0.066656 | -0.204043 | -0.173258 | -0.035611 | -0.245989 | -0.032057 |
| 98 | 0.007649 | -0.430250 | -0.022197 | 0.248783 | -0.093312 | -0.031238 | -0.028383 | -0.000601 | -0.098815 | 0.056867 | -0.315010 | -0.240981 | -0.074180 | -0.211643 | 0.036731 | -0.278605 | 0.185157 | 0.013784 | -0.161452 | 0.048117 | -0.114609 | 0.015408 | -0.231979 | -0.028575 | 0.050478 | -0.031221 | -0.060279 | 0.116351 | -0.051066 | 0.006950 | 0.118151 | -0.120250 | -0.010589 | -0.051597 | -0.085878 | 0.206349 | 0.277106 | 0.308529 | 0.456643 | 0.439075 | 0.390230 | 0.322060 | 0.213081 | 0.307543 | 0.213180 | 0.309849 | 0.393259 | 0.263154 | 0.184485 | 0.257081 | 0.278105 | 0.080962 | -0.057645 | -0.242629 | -0.293123 | -0.316449 | -0.332719 | -0.258711 | -0.142612 | -0.074527 | -0.209582 | -0.361815 | -0.358697 | -0.298485 | -0.304573 | -0.340254 | -0.264436 | -0.218737 | -0.377335 | -0.312207 | -0.007438 | -0.178658 | -0.264864 | -0.070711 | -0.020017 | 0.282024 | 0.254336 | 0.024240 | -0.034964 | 0.139455 | 0.405830 | 0.170674 | -0.246958 | 0.027101 | 0.212744 | 0.192294 | 0.196097 | 0.116413 | 0.118636 | 0.350304 | 0.319049 | 0.079363 | 0.058096 | 0.220979 | 0.471034 | 0.438232 | 0.032671 | 0.320042 | 1.000000 | 0.459372 | -0.023797 | 0.393908 | 0.478094 | 0.324680 | 0.251287 | 0.207438 | 0.294783 | 0.345404 | 0.135600 | 0.063397 | 0.266537 | 0.290384 | 0.092860 | 0.050378 | 0.092010 | 0.039667 | 0.013681 | -0.052169 | 0.111410 | -0.022475 | -0.264404 | -0.066047 | 0.091666 | -0.126581 | -0.096938 | 0.054062 | -0.187801 | 0.075599 |
| 99 | 0.307396 | -0.535865 | -0.160857 | 0.393780 | -0.289458 | 0.035371 | -0.063794 | 0.016277 | -0.369690 | 0.377513 | -0.129213 | -0.339005 | 0.204856 | -0.315469 | 0.201382 | -0.382090 | -0.021945 | 0.108993 | -0.267118 | -0.023125 | 0.190969 | 0.061089 | -0.412533 | 0.002553 | -0.162895 | -0.084353 | -0.243292 | -0.033697 | -0.138398 | -0.102336 | 0.189937 | -0.083393 | 0.035063 | -0.104273 | 0.027686 | 0.085043 | 0.185295 | 0.248793 | 0.352772 | 0.443551 | 0.425462 | 0.451390 | 0.340281 | 0.448743 | 0.412107 | 0.408286 | 0.329165 | 0.349408 | 0.342658 | 0.258922 | 0.268522 | 0.166543 | 0.007187 | -0.334402 | -0.363388 | -0.423118 | -0.460632 | -0.485333 | -0.338867 | -0.149095 | -0.317946 | -0.349630 | -0.383286 | -0.210023 | -0.224734 | -0.309059 | -0.192800 | -0.148723 | -0.207579 | -0.219353 | 0.034123 | -0.261284 | -0.267969 | 0.055472 | 0.023232 | 0.226646 | 0.369251 | 0.152419 | 0.055603 | 0.114992 | 0.323075 | 0.350129 | -0.258558 | 0.035156 | 0.170567 | 0.076103 | 0.162931 | 0.131108 | 0.148733 | 0.376818 | 0.489143 | 0.113203 | 0.253063 | 0.334300 | 0.313994 | 0.534548 | 0.448922 | 0.001536 | 0.459372 | 1.000000 | 0.335993 | 0.187770 | 0.418899 | 0.410064 | 0.358194 | 0.071118 | 0.246989 | 0.356598 | 0.191832 | 0.029002 | 0.274909 | 0.372383 | 0.165715 | 0.200607 | 0.184064 | 0.102878 | 0.167775 | 0.038619 | 0.115636 | 0.224691 | -0.023422 | 0.081536 | 0.144130 | 0.099625 | 0.134222 | 0.109679 | 0.187371 | 0.068212 |
| 100 | 0.029456 | -0.293941 | 0.042062 | 0.279030 | 0.088271 | -0.045877 | -0.141681 | -0.033592 | -0.073411 | 0.178159 | -0.191834 | -0.303860 | 0.124423 | -0.291589 | -0.146802 | 0.043834 | -0.212219 | 0.162884 | 0.025703 | -0.082548 | 0.233159 | -0.022887 | -0.122878 | -0.019773 | -0.213546 | -0.233510 | -0.165293 | -0.163422 | -0.139155 | -0.053078 | -0.007494 | -0.091336 | 0.037657 | 0.021262 | 0.007203 | 0.142879 | 0.184339 | 0.261934 | 0.337418 | 0.327266 | 0.324656 | 0.340425 | 0.377545 | 0.416888 | 0.316649 | 0.373168 | 0.289993 | 0.107490 | 0.120862 | 0.146282 | 0.268900 | 0.114801 | -0.038773 | -0.142796 | -0.289869 | -0.366376 | -0.449469 | -0.416417 | -0.267072 | -0.090812 | -0.072603 | -0.158107 | -0.270345 | -0.407220 | -0.202738 | -0.212259 | -0.204584 | -0.270518 | -0.260862 | -0.160355 | -0.139114 | -0.020017 | -0.108662 | 0.021057 | -0.083335 | 0.014042 | 0.265989 | 0.185633 | 0.170015 | 0.139983 | -0.003921 | 0.044460 | 0.186299 | -0.032206 | 0.023490 | 0.084446 | -0.010317 | 0.109587 | 0.207036 | 0.249464 | 0.196830 | 0.387261 | 0.304826 | 0.045180 | 0.256857 | 0.308277 | 0.332465 | 0.419164 | -0.023797 | 0.335993 | 1.000000 | 0.333867 | 0.128074 | 0.471948 | 0.348413 | 0.238437 | 0.238719 | 0.081969 | 0.152105 | 0.245816 | 0.060390 | 0.134027 | 0.250829 | 0.128495 | 0.032060 | -0.058213 | 0.026531 | 0.010711 | -0.119182 | 0.109677 | 0.123258 | 0.023679 | 0.011079 | -0.073259 | 0.115105 | 0.090941 | 0.045062 | 0.020353 |
| 101 | -0.100427 | -0.322181 | 0.125144 | 0.220243 | -0.097832 | 0.026335 | -0.054365 | 0.107149 | -0.051687 | 0.114079 | -0.213019 | -0.238387 | 0.115131 | -0.232409 | 0.087846 | 0.064545 | 0.076111 | 0.251868 | 0.053535 | -0.047912 | 0.088970 | 0.118288 | -0.151710 | -0.024730 | -0.079543 | -0.115002 | -0.119934 | 0.005738 | -0.036802 | -0.076383 | 0.003080 | -0.145495 | -0.075891 | -0.099229 | -0.057348 | 0.285870 | 0.399179 | 0.405181 | 0.422865 | 0.347271 | 0.272025 | 0.195507 | 0.108703 | 0.159403 | 0.245528 | 0.312334 | 0.228495 | 0.123483 | 0.042336 | 0.157558 | 0.274496 | 0.188305 | 0.009812 | -0.187460 | -0.244497 | -0.333700 | -0.388728 | -0.388710 | -0.264869 | -0.127775 | -0.149877 | -0.271310 | -0.346404 | -0.332000 | -0.260163 | -0.281144 | -0.205042 | -0.139527 | -0.259906 | -0.217604 | -0.022500 | -0.034863 | -0.139838 | 0.078220 | 0.148507 | 0.177266 | 0.182329 | 0.050549 | 0.180799 | 0.126805 | 0.154856 | 0.058059 | -0.123386 | -0.010445 | -0.038311 | 0.020654 | 0.090250 | 0.211602 | 0.011432 | 0.125672 | 0.254167 | 0.166752 | 0.231811 | 0.174021 | 0.288192 | 0.166094 | 0.266057 | 0.411919 | 0.393908 | 0.187770 | 0.333867 | 1.000000 | 0.541605 | 0.136410 | 0.345503 | 0.348267 | 0.166995 | 0.092571 | 0.098704 | 0.171844 | 0.117763 | 0.048284 | 0.152919 | 0.042096 | -0.003923 | -0.087927 | -0.123353 | -0.128112 | -0.084159 | -0.143900 | -0.106958 | 0.004414 | 0.009307 | -0.131812 | -0.097557 | 0.084978 | -0.219717 | 0.031446 |
| 102 | 0.031057 | -0.345814 | -0.053349 | 0.227947 | -0.059238 | -0.141853 | 0.042958 | 0.038773 | -0.220529 | 0.148996 | -0.234198 | -0.181703 | 0.040358 | -0.374371 | 0.032655 | -0.154968 | -0.009612 | 0.056923 | -0.181604 | -0.041589 | -0.027585 | 0.027399 | -0.290735 | -0.165341 | -0.143341 | -0.205210 | -0.202609 | -0.121739 | -0.190803 | -0.101607 | -0.000075 | -0.223767 | -0.150435 | -0.152352 | 0.013395 | 0.195416 | 0.303218 | 0.413215 | 0.445586 | 0.491180 | 0.389796 | 0.282831 | 0.160840 | 0.165854 | 0.239913 | 0.233535 | 0.235097 | 0.245355 | 0.213504 | 0.283859 | 0.344306 | 0.259805 | 0.093645 | -0.131099 | -0.172875 | -0.217107 | -0.318472 | -0.369525 | -0.266388 | -0.166076 | -0.278217 | -0.361051 | -0.375466 | -0.261778 | -0.250012 | -0.409960 | -0.217236 | -0.097800 | -0.236136 | -0.229305 | -0.093995 | -0.195428 | -0.099487 | 0.153350 | 0.111274 | 0.353350 | 0.319800 | 0.096637 | 0.159130 | 0.271195 | 0.378620 | 0.218339 | -0.177640 | 0.042085 | 0.218526 | 0.124738 | 0.110596 | 0.190642 | 0.152300 | 0.222553 | 0.300140 | 0.091113 | 0.152470 | 0.262602 | 0.286931 | 0.209141 | 0.103046 | 0.357374 | 0.478094 | 0.418899 | 0.128074 | 0.541605 | 1.000000 | 0.358982 | 0.159651 | 0.290966 | 0.300080 | 0.291391 | 0.011850 | 0.097242 | 0.290678 | 0.093541 | -0.019743 | 0.146227 | 0.001762 | -0.178500 | -0.054635 | -0.124247 | 0.021454 | -0.008334 | -0.244746 | 0.016182 | 0.082785 | -0.115996 | -0.001604 | -0.050784 | -0.086998 | 0.029765 |
| 103 | 0.033749 | -0.474515 | -0.089057 | 0.226292 | -0.163199 | 0.100536 | -0.114990 | -0.034520 | -0.092599 | 0.145938 | -0.161167 | -0.257796 | 0.006635 | -0.241426 | -0.114361 | -0.253594 | 0.054998 | -0.089598 | -0.143809 | -0.061192 | 0.030108 | 0.055884 | -0.079983 | 0.067059 | -0.099567 | 0.034800 | -0.057401 | -0.017119 | -0.052948 | 0.057640 | 0.146968 | -0.036031 | 0.101652 | -0.001294 | 0.089740 | 0.187178 | 0.229894 | 0.295701 | 0.393195 | 0.353387 | 0.314156 | 0.290976 | 0.288204 | 0.427967 | 0.323037 | 0.350384 | 0.292909 | 0.176966 | 0.176984 | 0.328343 | 0.330650 | 0.108225 | -0.058375 | -0.232764 | -0.249112 | -0.308939 | -0.333933 | -0.343881 | -0.200126 | -0.100146 | -0.247008 | -0.362479 | -0.503145 | -0.398840 | -0.229847 | -0.244660 | -0.292354 | -0.352472 | -0.231957 | -0.082658 | -0.065129 | -0.190338 | -0.171367 | 0.021730 | 0.011629 | 0.232229 | 0.398212 | 0.194532 | 0.037032 | 0.038193 | 0.172531 | 0.175054 | -0.093572 | -0.081742 | 0.189637 | 0.323182 | 0.064336 | 0.080350 | 0.174557 | 0.318959 | 0.242599 | 0.116129 | 0.013545 | 0.101981 | 0.435510 | 0.298692 | 0.230869 | 0.247119 | 0.324680 | 0.410064 | 0.471948 | 0.136410 | 0.358982 | 1.000000 | 0.450191 | 0.113248 | 0.356959 | 0.343797 | 0.142443 | 0.033061 | 0.221233 | 0.136354 | 0.104017 | 0.119797 | 0.059615 | 0.002136 | 0.064003 | 0.008050 | 0.151807 | 0.258159 | 0.090605 | 0.134550 | 0.091148 | -0.015382 | 0.016253 | 0.098578 | -0.016977 | 0.074502 |
| 104 | -0.017127 | -0.330470 | -0.110828 | 0.128206 | -0.030513 | -0.066239 | -0.091059 | 0.024428 | -0.032802 | 0.104884 | -0.106006 | -0.264182 | -0.029788 | -0.135287 | -0.034026 | -0.173584 | -0.133985 | 0.089068 | -0.187523 | -0.102837 | 0.073436 | -0.007372 | -0.114094 | 0.126139 | 0.099688 | 0.026147 | 0.016158 | 0.046044 | 0.057070 | 0.123410 | 0.180965 | 0.025078 | 0.108265 | -0.018782 | 0.057702 | 0.315053 | 0.299754 | 0.351998 | 0.345126 | 0.314259 | 0.239391 | 0.194773 | 0.225183 | 0.287735 | 0.271589 | 0.196238 | 0.237982 | 0.170392 | 0.207173 | 0.285073 | 0.221328 | 0.038642 | -0.195651 | -0.340110 | -0.318782 | -0.241353 | -0.275322 | -0.290685 | -0.174746 | -0.030348 | -0.154986 | -0.367105 | -0.408632 | -0.252649 | -0.106025 | -0.265315 | -0.246178 | -0.199650 | -0.069540 | -0.139606 | -0.095779 | -0.116160 | -0.222639 | 0.228051 | 0.093495 | 0.133999 | 0.329572 | 0.282828 | 0.155343 | -0.110164 | 0.105014 | 0.220318 | -0.067030 | -0.016454 | 0.103996 | 0.098059 | 0.247765 | 0.245610 | 0.071101 | 0.182636 | 0.348670 | 0.209830 | 0.138865 | 0.197452 | 0.177149 | 0.318559 | 0.306975 | 0.173674 | 0.251287 | 0.358194 | 0.348413 | 0.345503 | 0.159651 | 0.450191 | 1.000000 | 0.388040 | 0.139113 | 0.357373 | 0.349779 | -0.039655 | 0.009425 | 0.206948 | 0.102443 | 0.142036 | 0.018184 | 0.064884 | -0.035045 | -0.066946 | 0.113075 | 0.141648 | 0.037362 | 0.022572 | 0.131619 | -0.144893 | -0.030833 | 0.046012 | -0.112492 | 0.073692 |
| 105 | 0.057292 | -0.292877 | -0.196905 | 0.100795 | 0.008229 | -0.014107 | -0.174441 | 0.031311 | -0.006832 | 0.080044 | -0.077748 | -0.267655 | 0.025125 | -0.136612 | -0.211005 | -0.150670 | -0.110689 | 0.090163 | -0.062615 | -0.163329 | 0.110588 | 0.041753 | -0.140358 | 0.143594 | 0.137920 | -0.055718 | 0.036101 | 0.136351 | -0.103147 | 0.066184 | -0.015386 | -0.151826 | -0.001051 | -0.086031 | 0.086842 | 0.186712 | 0.280387 | 0.338133 | 0.349979 | 0.352125 | 0.231361 | 0.130960 | 0.059125 | 0.090142 | 0.024329 | 0.096917 | 0.214712 | 0.187005 | 0.157222 | 0.150788 | 0.155753 | -0.017347 | -0.141037 | -0.241845 | -0.263523 | -0.130391 | -0.167234 | -0.195985 | -0.146715 | -0.126222 | -0.100120 | -0.174129 | -0.168663 | -0.151739 | -0.204245 | -0.297586 | -0.223435 | -0.055945 | -0.180834 | -0.373660 | -0.250747 | -0.000224 | 0.053333 | 0.176819 | 0.016788 | 0.000047 | 0.308011 | 0.219601 | 0.162160 | 0.223626 | 0.189116 | 0.153321 | 0.104402 | 0.116856 | 0.037173 | -0.049573 | 0.092513 | 0.276749 | 0.193252 | -0.009671 | 0.005063 | 0.360537 | 0.211611 | 0.013939 | 0.265993 | 0.206008 | 0.231732 | 0.332710 | 0.207438 | 0.071118 | 0.238437 | 0.348267 | 0.290966 | 0.113248 | 0.388040 | 1.000000 | 0.416247 | 0.108920 | 0.356815 | 0.201000 | 0.138614 | 0.087303 | 0.041317 | 0.158010 | 0.034848 | -0.187125 | -0.040557 | -0.130367 | 0.036323 | -0.011627 | -0.316476 | -0.150874 | 0.058070 | -0.037745 | -0.192516 | -0.020566 | -0.142904 | -0.086506 |
| 106 | 0.132686 | -0.304904 | -0.196953 | 0.140087 | 0.038370 | -0.176159 | -0.038036 | -0.143055 | -0.224310 | 0.180270 | -0.238489 | -0.229390 | 0.020500 | -0.197264 | -0.131687 | -0.318415 | -0.135977 | -0.039074 | -0.176746 | -0.080832 | 0.001031 | -0.080748 | -0.204362 | -0.114425 | -0.156466 | -0.152372 | -0.173782 | -0.061080 | -0.197374 | -0.129971 | -0.057825 | -0.261355 | -0.088959 | -0.112647 | -0.066640 | 0.169918 | 0.194751 | 0.320767 | 0.447252 | 0.494947 | 0.522846 | 0.495683 | 0.449803 | 0.448792 | 0.256209 | 0.389936 | 0.388419 | 0.205993 | 0.213771 | 0.129670 | 0.140122 | -0.136999 | -0.253001 | -0.245371 | -0.292994 | -0.220732 | -0.301046 | -0.283056 | -0.195875 | -0.184572 | -0.181872 | -0.180491 | -0.196518 | -0.334900 | -0.403242 | -0.494047 | -0.342451 | -0.155208 | -0.225149 | -0.362681 | -0.261782 | -0.113135 | -0.014858 | 0.081808 | -0.104385 | 0.115188 | 0.226276 | 0.102062 | 0.100465 | 0.185848 | 0.285814 | 0.263730 | 0.051124 | 0.118934 | 0.246910 | 0.119449 | 0.003471 | 0.152074 | 0.447087 | 0.268904 | 0.074052 | 0.209612 | 0.179201 | 0.151043 | 0.258016 | 0.379155 | 0.178119 | 0.214731 | 0.294783 | 0.246989 | 0.238719 | 0.166995 | 0.300080 | 0.356959 | 0.139113 | 0.416247 | 1.000000 | 0.412291 | 0.068221 | 0.304614 | 0.220698 | 0.219268 | -0.012801 | 0.115490 | 0.090257 | 0.002480 | 0.018607 | -0.044417 | 0.048412 | 0.055130 | -0.123747 | -0.075623 | 0.133996 | -0.024705 | -0.005606 | 0.027827 | 0.074640 | 0.096297 |
| 107 | 0.095208 | -0.414977 | -0.097471 | 0.275413 | -0.143322 | 0.030543 | 0.022941 | -0.040893 | -0.158419 | 0.005520 | -0.280880 | -0.109352 | -0.043533 | -0.228202 | 0.095692 | -0.362303 | 0.036130 | -0.163578 | -0.221730 | -0.017888 | -0.143482 | -0.040715 | -0.205477 | -0.040231 | -0.105953 | -0.008576 | -0.128042 | -0.001863 | -0.041594 | -0.029150 | 0.048603 | -0.165839 | -0.103032 | -0.178149 | 0.095009 | 0.241148 | 0.273638 | 0.302944 | 0.318244 | 0.311435 | 0.276265 | 0.228064 | 0.211871 | 0.324186 | 0.301862 | 0.379467 | 0.298500 | 0.275688 | 0.256780 | 0.265639 | 0.128007 | -0.146099 | -0.274384 | -0.408526 | -0.237269 | -0.122986 | -0.165145 | -0.201209 | -0.183563 | -0.082312 | -0.217029 | -0.323190 | -0.353485 | -0.263891 | -0.309535 | -0.454162 | -0.195033 | -0.061597 | -0.121063 | -0.103446 | -0.078296 | -0.258947 | -0.176157 | 0.208326 | 0.153140 | 0.162528 | 0.177184 | 0.118195 | 0.173694 | 0.020826 | 0.174291 | 0.207984 | -0.118095 | 0.151180 | 0.199232 | 0.106921 | 0.187436 | 0.169091 | 0.038751 | 0.258078 | 0.408899 | 0.037237 | 0.020871 | 0.238382 | 0.172056 | 0.256775 | 0.213741 | 0.085888 | 0.345404 | 0.356598 | 0.081969 | 0.092571 | 0.291391 | 0.343797 | 0.357373 | 0.108920 | 0.412291 | 1.000000 | 0.421556 | -0.084079 | 0.230901 | 0.266519 | 0.047567 | -0.017934 | 0.035964 | -0.016855 | -0.011250 | -0.139981 | 0.141847 | 0.230901 | -0.070860 | 0.090198 | 0.078535 | -0.014143 | 0.011547 | -0.051523 | 0.026775 | 0.217210 |
| 108 | 0.151660 | -0.294690 | -0.109120 | 0.187457 | -0.113612 | 0.094894 | -0.146168 | 0.104362 | -0.111677 | 0.104802 | -0.053859 | -0.224871 | 0.118740 | -0.203451 | -0.000843 | -0.155018 | -0.104893 | 0.104300 | -0.100851 | -0.206936 | 0.107923 | 0.054358 | -0.230056 | 0.128728 | 0.042280 | 0.018463 | 0.006462 | 0.092784 | -0.050420 | 0.032163 | -0.034076 | -0.164232 | -0.057016 | -0.193771 | 0.094781 | 0.144504 | 0.213540 | 0.225269 | 0.226419 | 0.186812 | 0.098894 | 0.070710 | 0.021032 | 0.134139 | 0.068737 | 0.204229 | 0.267215 | 0.278757 | 0.250572 | 0.244416 | 0.147603 | -0.111199 | -0.179433 | -0.333842 | -0.216505 | -0.070930 | -0.109331 | -0.079286 | -0.091377 | -0.050252 | -0.148872 | -0.263392 | -0.231395 | -0.192800 | -0.236428 | -0.272234 | -0.121163 | -0.062362 | -0.154247 | -0.219655 | -0.193868 | -0.061803 | 0.052306 | 0.115440 | 0.040192 | 0.030910 | 0.223715 | 0.190715 | 0.134970 | 0.092391 | 0.092879 | 0.090741 | 0.012385 | 0.144972 | -0.103783 | -0.128589 | 0.209160 | 0.236046 | -0.012858 | -0.057656 | 0.262465 | 0.335617 | 0.096189 | 0.028548 | 0.219936 | 0.149447 | 0.195652 | 0.193905 | 0.135600 | 0.191832 | 0.152105 | 0.098704 | 0.011850 | 0.142443 | 0.349779 | 0.356815 | 0.068221 | 0.421556 | 1.000000 | 0.224197 | -0.011961 | 0.289585 | 0.084402 | -0.023272 | -0.109817 | -0.051475 | -0.007729 | -0.188351 | 0.092116 | 0.097157 | -0.048378 | 0.033183 | -0.078682 | -0.073102 | -0.040671 | -0.071949 | -0.124881 | 0.173452 |
| 109 | -0.000935 | -0.123050 | 0.062528 | 0.066288 | 0.011227 | -0.019888 | -0.148298 | 0.077034 | -0.201255 | 0.075923 | 0.057041 | -0.229599 | 0.160609 | -0.018196 | -0.194808 | -0.052194 | -0.039104 | 0.150949 | 0.130898 | 0.030174 | 0.094128 | -0.018947 | 0.009829 | -0.014949 | -0.079586 | -0.085360 | -0.073767 | -0.029761 | -0.117243 | -0.036651 | -0.087508 | -0.146582 | -0.065847 | -0.049573 | -0.148675 | -0.106830 | -0.036595 | -0.019680 | 0.127761 | 0.159664 | 0.241457 | 0.253227 | 0.152110 | 0.164489 | -0.051019 | 0.211744 | 0.436868 | 0.305428 | 0.237447 | 0.210789 | 0.159849 | -0.052789 | -0.124423 | -0.088625 | -0.124677 | -0.158383 | -0.144466 | -0.056180 | 0.022735 | 0.028362 | 0.057961 | 0.039149 | -0.111496 | -0.350933 | -0.346812 | -0.205932 | -0.156621 | -0.191211 | -0.341776 | -0.321272 | -0.312461 | -0.035268 | 0.185495 | -0.138969 | -0.252792 | -0.117734 | 0.011023 | -0.004615 | -0.040792 | 0.078645 | -0.033758 | -0.078710 | 0.123859 | 0.001946 | -0.184456 | -0.083779 | -0.057409 | 0.087559 | 0.252848 | -0.008666 | -0.110057 | 0.213804 | 0.238086 | -0.005213 | 0.180736 | 0.174966 | 0.087551 | 0.248846 | 0.063397 | 0.029002 | 0.245816 | 0.171844 | 0.097242 | 0.033061 | -0.039655 | 0.201000 | 0.304614 | -0.084079 | 0.224197 | 1.000000 | 0.253706 | 0.004989 | 0.321079 | 0.001974 | 0.005562 | -0.087146 | 0.058853 | 0.048494 | -0.130957 | -0.038715 | 0.036210 | -0.071247 | -0.217060 | -0.059485 | 0.025548 | -0.022079 | -0.130475 | 0.082679 |
| 110 | 0.184597 | -0.488030 | -0.142957 | 0.314393 | -0.158889 | -0.017810 | -0.161258 | 0.134056 | -0.260726 | -0.029278 | -0.126337 | -0.370602 | 0.002885 | -0.179570 | -0.171659 | -0.232859 | 0.110594 | -0.198090 | -0.104068 | -0.019700 | 0.122029 | 0.146226 | -0.148742 | 0.213568 | 0.016492 | 0.103081 | 0.062575 | 0.199347 | 0.173662 | 0.146096 | 0.124907 | -0.042047 | -0.053972 | -0.095266 | 0.052015 | -0.260682 | -0.173709 | -0.129453 | -0.094292 | 0.067608 | 0.108950 | 0.181245 | 0.237290 | 0.240499 | 0.124718 | 0.285129 | 0.313675 | 0.437471 | 0.335283 | 0.232857 | 0.209111 | 0.131772 | 0.096205 | -0.115493 | -0.099860 | -0.135309 | -0.131214 | -0.144005 | 0.024946 | 0.161518 | -0.165496 | -0.240672 | -0.279765 | -0.184440 | -0.233818 | -0.267658 | -0.081481 | -0.085787 | -0.225132 | -0.054642 | 0.151145 | -0.161086 | -0.115378 | -0.078329 | -0.076313 | 0.024448 | 0.060412 | 0.047527 | -0.082491 | -0.000716 | 0.105374 | 0.136666 | -0.171643 | -0.139618 | 0.045438 | 0.125568 | 0.120621 | 0.031436 | 0.109903 | 0.179624 | 0.182638 | 0.046532 | 0.149926 | 0.321970 | 0.247541 | 0.272880 | 0.347548 | 0.221344 | 0.266537 | 0.274909 | 0.060390 | 0.117763 | 0.290678 | 0.221233 | 0.009425 | 0.138614 | 0.220698 | 0.230901 | -0.011961 | 0.253706 | 1.000000 | 0.421487 | 0.058377 | 0.465510 | 0.345741 | 0.136126 | 0.142601 | 0.074972 | 0.281874 | 0.331975 | -0.069043 | 0.094736 | 0.119588 | -0.003607 | 0.055172 | 0.076544 | 0.162217 | -0.066344 |
| 111 | 0.286719 | -0.385703 | -0.280740 | 0.266579 | -0.126821 | -0.124200 | -0.152886 | -0.022002 | -0.240216 | 0.120040 | -0.103323 | -0.335096 | -0.016637 | -0.280216 | -0.115305 | -0.259670 | -0.121332 | -0.084979 | -0.245354 | -0.164054 | 0.139899 | 0.059254 | -0.259496 | 0.161151 | 0.004022 | 0.061987 | 0.058072 | 0.140294 | 0.100391 | 0.120678 | 0.219239 | 0.026738 | 0.143107 | 0.007944 | 0.034104 | -0.013196 | -0.127228 | -0.056823 | 0.000145 | 0.106437 | 0.214488 | 0.302486 | 0.386700 | 0.424175 | 0.248361 | 0.298238 | 0.300276 | 0.356573 | 0.341123 | 0.092032 | 0.042680 | -0.055942 | -0.035273 | -0.188276 | -0.260940 | -0.213894 | -0.267862 | -0.249878 | -0.199793 | -0.090314 | -0.201861 | -0.224717 | -0.090897 | -0.069626 | -0.144105 | -0.241215 | -0.040785 | 0.047677 | -0.106504 | -0.121382 | 0.137201 | 0.017132 | -0.139719 | -0.064914 | -0.113766 | 0.055153 | 0.083726 | -0.011752 | -0.015582 | 0.076756 | 0.191395 | 0.146980 | -0.079276 | 0.021439 | 0.091105 | 0.057183 | 0.222188 | 0.161330 | 0.071150 | 0.226473 | 0.379920 | 0.131742 | 0.089205 | 0.261487 | 0.238880 | 0.361169 | 0.257303 | 0.131263 | 0.290384 | 0.372383 | 0.134027 | 0.048284 | 0.093541 | 0.136354 | 0.206948 | 0.087303 | 0.219268 | 0.266519 | 0.289585 | 0.004989 | 0.421487 | 1.000000 | 0.301411 | 0.382539 | 0.494316 | 0.267569 | 0.267690 | 0.075062 | 0.335094 | 0.334246 | -0.010546 | 0.169305 | 0.110137 | 0.059846 | 0.141321 | 0.139373 | 0.273050 | 0.037608 |
| 112 | -0.016968 | -0.284157 | -0.021172 | 0.197425 | -0.123901 | 0.117310 | -0.173567 | 0.006849 | 0.015364 | -0.038659 | 0.013716 | -0.195665 | 0.018407 | 0.039202 | -0.157281 | -0.071652 | 0.067172 | -0.084485 | 0.117741 | 0.117008 | 0.056006 | 0.045570 | 0.119577 | 0.122818 | 0.009572 | 0.126743 | 0.065575 | 0.059442 | 0.043346 | 0.193592 | 0.226045 | 0.195421 | 0.347764 | 0.193253 | 0.054917 | 0.046138 | -0.006198 | -0.085470 | 0.048853 | 0.056778 | 0.087826 | 0.166806 | 0.184890 | 0.226794 | 0.050830 | 0.141519 | 0.263379 | 0.246326 | 0.141275 | 0.066918 | -0.004731 | -0.098747 | -0.091287 | -0.164725 | -0.240407 | -0.350932 | -0.285811 | -0.228474 | -0.205559 | -0.117018 | -0.048308 | 0.028043 | -0.055792 | -0.160147 | -0.143009 | -0.040421 | 0.042486 | -0.019420 | -0.094241 | -0.013179 | 0.117684 | 0.092150 | -0.064843 | -0.113973 | -0.069461 | -0.109601 | 0.019218 | -0.064466 | -0.086760 | 0.061308 | -0.060687 | -0.152719 | 0.106264 | 0.051748 | -0.113237 | 0.059330 | 0.113291 | 0.049529 | -0.138977 | 0.101886 | 0.128062 | 0.035500 | 0.168391 | -0.007781 | 0.270615 | 0.317416 | 0.177435 | 0.080008 | 0.092860 | 0.165715 | 0.250829 | 0.152919 | -0.019743 | 0.104017 | 0.102443 | 0.041317 | -0.012801 | 0.047567 | 0.084402 | 0.321079 | 0.058377 | 0.301411 | 1.000000 | 0.297846 | 0.237119 | 0.311704 | 0.229877 | 0.177885 | 0.005652 | 0.245998 | 0.255622 | -0.039425 | -0.051852 | 0.158692 | 0.020996 | 0.060220 | -0.038956 | 0.096071 |
| 113 | 0.080169 | -0.441456 | -0.208117 | 0.295778 | 0.054761 | -0.147641 | -0.170682 | 0.149321 | -0.170020 | -0.152450 | -0.159958 | -0.487850 | -0.094137 | -0.108983 | -0.327510 | -0.167981 | -0.053725 | -0.234968 | -0.176110 | -0.066739 | 0.076332 | 0.180391 | -0.067905 | 0.271008 | 0.222843 | 0.148779 | 0.256156 | 0.320196 | 0.315115 | 0.357354 | 0.278186 | 0.113194 | 0.172876 | 0.087288 | 0.095211 | -0.201905 | -0.320049 | -0.251656 | -0.262184 | -0.059556 | -0.076151 | 0.058341 | 0.282528 | 0.166657 | 0.149557 | 0.039124 | 0.177509 | 0.455756 | 0.325802 | 0.239683 | 0.203410 | 0.176119 | 0.188335 | 0.003417 | -0.108115 | -0.175510 | -0.244805 | -0.279182 | -0.193385 | -0.013418 | -0.136311 | -0.153901 | -0.079504 | -0.063377 | -0.049719 | -0.080399 | 0.118140 | 0.136103 | 0.065904 | -0.005497 | 0.226103 | 0.095718 | -0.081460 | 0.081430 | -0.119908 | -0.087195 | 0.088359 | 0.130326 | -0.051935 | -0.147931 | 0.032106 | 0.080727 | -0.072181 | -0.009308 | 0.063054 | 0.100677 | 0.297928 | 0.181156 | 0.112334 | 0.084984 | 0.156533 | 0.109143 | 0.248444 | 0.391038 | 0.018366 | 0.261628 | 0.388997 | 0.097885 | 0.050378 | 0.200607 | 0.128495 | 0.042096 | 0.146227 | 0.119797 | 0.142036 | 0.158010 | 0.115490 | -0.017934 | -0.023272 | 0.001974 | 0.465510 | 0.382539 | 0.297846 | 1.000000 | 0.569082 | 0.244888 | 0.359131 | 0.268153 | 0.383313 | 0.373708 | 0.115848 | 0.146131 | 0.286096 | 0.180697 | 0.194245 | 0.203975 | 0.266939 | 0.031698 |
| 114 | 0.117692 | -0.374995 | -0.131600 | 0.225858 | -0.193495 | 0.084100 | -0.126902 | 0.101858 | -0.166105 | -0.064530 | 0.002793 | -0.338505 | 0.059303 | 0.008261 | -0.194550 | -0.119383 | 0.102858 | -0.144438 | -0.090518 | -0.083196 | 0.157571 | 0.262009 | -0.007831 | 0.283179 | 0.140449 | 0.203712 | 0.193729 | 0.305958 | 0.279602 | 0.279695 | 0.316685 | 0.193891 | 0.248505 | 0.123358 | 0.100583 | -0.165467 | -0.333296 | -0.344096 | -0.316761 | -0.240872 | -0.124085 | 0.029687 | 0.183153 | 0.237476 | 0.139482 | 0.118231 | 0.176406 | 0.375227 | 0.291042 | 0.145659 | 0.043090 | 0.035854 | 0.141913 | 0.036198 | -0.030398 | -0.165420 | -0.207122 | -0.224544 | -0.125136 | 0.060331 | 0.007266 | 0.026983 | 0.014592 | -0.059999 | -0.093343 | -0.012933 | 0.099047 | 0.169494 | -0.058926 | -0.111758 | 0.166664 | 0.107859 | 0.029689 | -0.143810 | -0.202323 | -0.176248 | -0.037906 | -0.051073 | -0.166564 | -0.173030 | -0.045214 | 0.018732 | -0.191603 | -0.028966 | -0.068254 | 0.016578 | 0.182742 | 0.153423 | 0.106759 | 0.003752 | 0.092555 | -0.021330 | 0.107710 | 0.189333 | 0.010164 | 0.153428 | 0.250418 | 0.019794 | 0.092010 | 0.184064 | 0.032060 | -0.003923 | 0.001762 | 0.059615 | 0.018184 | 0.034848 | 0.090257 | 0.035964 | -0.109817 | 0.005562 | 0.345741 | 0.494316 | 0.237119 | 0.569082 | 1.000000 | 0.415177 | 0.259153 | 0.419811 | 0.436594 | 0.313503 | 0.057899 | 0.289728 | 0.208711 | 0.220691 | 0.185627 | 0.284101 | 0.382342 | -0.012581 |
| 115 | 0.037278 | -0.138451 | -0.041852 | 0.030408 | -0.094910 | -0.026132 | -0.018947 | -0.203635 | 0.033656 | 0.043004 | 0.014974 | -0.109184 | -0.039264 | 0.219361 | -0.140330 | -0.053680 | -0.001352 | -0.185449 | -0.010441 | 0.074050 | 0.158957 | 0.065334 | 0.155938 | 0.203789 | 0.113144 | 0.241409 | 0.183254 | 0.070456 | 0.151276 | 0.138808 | 0.218067 | 0.272770 | 0.342037 | 0.293418 | 0.020660 | -0.040391 | -0.226252 | -0.226996 | -0.126600 | -0.087256 | 0.054636 | 0.142056 | 0.282728 | 0.270758 | 0.099162 | 0.112455 | 0.106327 | 0.068816 | 0.018700 | -0.167657 | -0.221127 | -0.120217 | 0.035261 | 0.022309 | -0.105089 | -0.188725 | -0.215641 | -0.158643 | -0.047563 | -0.008636 | -0.123557 | -0.112022 | 0.001364 | -0.067657 | -0.027437 | -0.055595 | 0.025327 | 0.126188 | 0.058917 | 0.142224 | 0.165449 | 0.043900 | -0.080435 | -0.172554 | -0.145622 | -0.078421 | -0.082903 | -0.164711 | -0.172636 | -0.020304 | 0.049686 | 0.028317 | 0.010694 | 0.031838 | 0.075376 | 0.085325 | 0.037209 | 0.044167 | 0.054311 | -0.023468 | 0.055170 | 0.018873 | -0.054772 | 0.061594 | 0.111889 | 0.156976 | 0.073542 | -0.066143 | 0.039667 | 0.102878 | -0.058213 | -0.087927 | -0.178500 | 0.002136 | 0.064884 | -0.187125 | 0.002480 | -0.016855 | -0.051475 | -0.087146 | 0.136126 | 0.267569 | 0.311704 | 0.244888 | 0.415177 | 1.000000 | 0.340488 | 0.171128 | 0.349393 | 0.300671 | 0.209285 | 0.014280 | 0.208819 | 0.116169 | 0.072242 | 0.170482 | 0.221321 | 0.004507 |
| 116 | 0.209989 | -0.281739 | -0.243846 | 0.111217 | -0.234147 | 0.178465 | -0.206603 | 0.025381 | -0.108770 | 0.125003 | 0.138989 | -0.161786 | 0.096833 | 0.031005 | -0.031181 | -0.308002 | 0.015347 | -0.177835 | -0.065243 | 0.063422 | 0.023374 | 0.008225 | -0.019122 | 0.171294 | 0.029650 | 0.318816 | 0.148589 | 0.203458 | -0.042328 | -0.047771 | 0.046740 | -0.043164 | 0.189250 | 0.098426 | 0.021276 | -0.270403 | -0.278413 | -0.275208 | -0.178937 | 0.008883 | 0.056403 | 0.179978 | 0.188739 | 0.240598 | 0.103892 | 0.074299 | 0.141442 | 0.218666 | 0.243465 | 0.095281 | 0.049909 | 0.063513 | 0.155672 | 0.105372 | -0.018159 | -0.148060 | -0.129943 | -0.177022 | -0.212045 | -0.247628 | -0.230568 | -0.054542 | -0.055828 | 0.020742 | -0.060373 | -0.036390 | 0.011422 | 0.081356 | 0.114467 | -0.008522 | 0.037610 | -0.098288 | -0.031841 | -0.125878 | -0.216853 | -0.166470 | -0.126700 | -0.103680 | -0.039442 | 0.079561 | 0.073393 | 0.103602 | 0.067349 | 0.202435 | 0.113707 | 0.105173 | 0.036343 | 0.073739 | 0.249964 | 0.081883 | 0.052440 | 0.044393 | 0.052069 | 0.073381 | 0.008946 | 0.119100 | 0.190290 | -0.035697 | 0.013681 | 0.167775 | 0.026531 | -0.123353 | -0.054635 | 0.064003 | -0.035045 | -0.040557 | 0.018607 | -0.011250 | -0.007729 | 0.058853 | 0.142601 | 0.267690 | 0.229877 | 0.359131 | 0.259153 | 0.340488 | 1.000000 | 0.363669 | 0.221652 | 0.515069 | 0.085615 | 0.072439 | 0.026981 | 0.431385 | 0.221327 | -0.025629 | 0.348099 | 0.106146 |
| 117 | 0.017552 | -0.057256 | -0.033926 | -0.080134 | -0.179499 | 0.072699 | -0.064263 | 0.021975 | -0.053019 | 0.041324 | 0.142070 | -0.082445 | 0.119510 | 0.260460 | -0.029553 | -0.018681 | 0.108668 | -0.092090 | 0.131254 | 0.102746 | 0.038006 | 0.053668 | 0.051143 | 0.127800 | 0.122025 | 0.238131 | 0.135454 | 0.208478 | 0.054169 | 0.062181 | 0.119874 | 0.066917 | 0.225670 | 0.141755 | -0.040893 | -0.203375 | -0.333930 | -0.310996 | -0.228403 | -0.192539 | -0.125303 | 0.022352 | 0.166606 | 0.251749 | 0.139307 | 0.081690 | 0.070707 | 0.106715 | 0.193618 | 0.110286 | 0.039717 | 0.037317 | 0.097255 | 0.140325 | 0.031667 | -0.138240 | -0.115694 | -0.095876 | -0.108048 | -0.094923 | -0.085277 | 0.036001 | 0.029500 | -0.041269 | 0.020489 | 0.101481 | 0.039002 | 0.057833 | 0.129593 | 0.048032 | -0.020092 | -0.043773 | 0.044355 | -0.227421 | -0.256258 | -0.115678 | -0.205416 | -0.132338 | -0.223172 | -0.205797 | -0.065615 | 0.031892 | -0.038242 | -0.031091 | 0.038661 | -0.044280 | -0.023655 | -0.030957 | 0.143118 | 0.087905 | -0.112888 | -0.049059 | 0.063259 | 0.047464 | -0.097390 | 0.042497 | 0.092856 | -0.099710 | -0.052169 | 0.038619 | 0.010711 | -0.128112 | -0.124247 | 0.008050 | -0.066946 | -0.130367 | -0.044417 | -0.139981 | -0.188351 | 0.048494 | 0.074972 | 0.075062 | 0.177885 | 0.268153 | 0.419811 | 0.171128 | 0.363669 | 1.000000 | 0.452905 | 0.149294 | 0.377712 | 0.124355 | 0.057070 | 0.240367 | 0.146265 | 0.191375 | 0.224670 | 0.072485 |
| 118 | 0.142094 | -0.224284 | -0.119748 | 0.043840 | -0.222066 | 0.015438 | -0.017563 | -0.015047 | -0.172469 | 0.039539 | -0.026456 | -0.253847 | 0.044661 | 0.057497 | -0.083758 | -0.190077 | 0.063947 | -0.117982 | -0.155756 | -0.063692 | 0.039716 | 0.179205 | -0.041587 | 0.289646 | 0.275297 | 0.297582 | 0.276729 | 0.325375 | 0.238458 | 0.163545 | 0.224070 | 0.115180 | 0.196089 | 0.194104 | 0.041581 | -0.100625 | -0.259367 | -0.226410 | -0.181670 | -0.172447 | -0.117109 | -0.045145 | 0.134333 | 0.281138 | 0.281510 | 0.119649 | 0.019571 | 0.212156 | 0.228264 | 0.110059 | 0.029804 | 0.061542 | 0.110879 | -0.082713 | -0.135190 | -0.126710 | -0.181142 | -0.194616 | -0.150744 | -0.052988 | -0.153532 | -0.265480 | -0.094886 | 0.039501 | 0.089647 | 0.053187 | 0.013621 | 0.187901 | 0.148438 | 0.077321 | 0.119562 | -0.071029 | -0.034522 | -0.002140 | 0.008206 | 0.026641 | -0.007424 | 0.026414 | -0.162024 | -0.243244 | 0.050614 | 0.138697 | -0.163072 | -0.078023 | 0.092269 | 0.043248 | 0.099712 | 0.160361 | 0.084027 | 0.033686 | 0.120371 | -0.033845 | -0.080636 | 0.230669 | 0.030815 | -0.019652 | 0.122450 | -0.066489 | 0.111410 | 0.115636 | -0.119182 | -0.084159 | 0.021454 | 0.151807 | 0.113075 | 0.036323 | 0.048412 | 0.141847 | 0.092116 | -0.130957 | 0.281874 | 0.335094 | 0.005652 | 0.383313 | 0.436594 | 0.349393 | 0.221652 | 0.452905 | 1.000000 | 0.464960 | 0.123563 | 0.475996 | 0.283671 | 0.214307 | 0.137629 | 0.327065 | 0.308888 | -0.162029 |
| 119 | 0.226654 | -0.359673 | -0.234417 | 0.198244 | -0.248245 | 0.188301 | -0.147293 | 0.080671 | -0.136976 | 0.009673 | 0.071261 | -0.238950 | 0.047958 | -0.054208 | -0.061968 | -0.270227 | 0.022383 | -0.166932 | -0.156091 | -0.077022 | 0.046205 | 0.152523 | -0.089399 | 0.263554 | 0.066876 | 0.246920 | 0.221904 | 0.163228 | 0.169046 | 0.173711 | 0.177436 | 0.103997 | 0.196634 | 0.127516 | 0.169187 | -0.155162 | -0.213133 | -0.248663 | -0.230776 | -0.146689 | -0.135701 | 0.003563 | 0.117832 | 0.215934 | 0.210360 | 0.090936 | 0.071020 | 0.279737 | 0.263095 | 0.212266 | 0.159563 | 0.116066 | 0.096509 | -0.057637 | -0.044852 | -0.093477 | -0.113164 | -0.199061 | -0.160833 | -0.073474 | -0.186324 | -0.187748 | -0.170592 | 0.061532 | 0.078037 | 0.034115 | 0.011516 | 0.042773 | 0.087336 | 0.157943 | 0.210488 | -0.161468 | -0.110269 | 0.061132 | 0.031243 | -0.132483 | 0.050871 | 0.127717 | -0.128195 | -0.132700 | -0.077379 | 0.020179 | -0.080502 | -0.089359 | -0.028952 | 0.217746 | 0.199511 | 0.032339 | 0.091623 | 0.102912 | 0.135479 | -0.056191 | -0.005602 | 0.078579 | -0.015392 | 0.070701 | 0.198410 | 0.001274 | -0.022475 | 0.224691 | 0.109677 | -0.143900 | -0.008334 | 0.258159 | 0.141648 | -0.011627 | 0.055130 | 0.230901 | 0.097157 | -0.038715 | 0.331975 | 0.334246 | 0.245998 | 0.373708 | 0.313503 | 0.300671 | 0.515069 | 0.149294 | 0.464960 | 1.000000 | 0.296331 | 0.291201 | 0.244041 | 0.340708 | 0.334212 | -0.039682 | 0.355271 | 0.038225 |
| 120 | -0.091269 | 0.045337 | 0.123254 | -0.036734 | -0.127952 | 0.162436 | -0.019356 | -0.083003 | 0.019143 | 0.038199 | 0.188501 | -0.044022 | -0.001130 | 0.240445 | 0.039170 | -0.005966 | 0.133735 | 0.061004 | 0.046259 | 0.153184 | 0.019356 | -0.008962 | 0.155858 | 0.082828 | 0.032245 | 0.145631 | 0.050974 | -0.060570 | 0.122408 | 0.091474 | 0.194080 | 0.239940 | 0.241068 | 0.192171 | 0.018695 | 0.053607 | -0.181730 | -0.254455 | -0.240523 | -0.321316 | -0.229345 | -0.106991 | 0.102630 | 0.172706 | 0.176959 | 0.089058 | -0.021757 | 0.069412 | 0.118605 | 0.151142 | 0.045009 | -0.042371 | -0.062143 | -0.045642 | -0.050096 | -0.132398 | -0.140450 | -0.148860 | -0.161894 | -0.114832 | -0.072800 | 0.021602 | 0.036661 | 0.024242 | 0.195771 | 0.205540 | 0.116391 | 0.047048 | 0.215414 | 0.406128 | 0.242350 | 0.105678 | -0.007938 | -0.071014 | 0.006395 | -0.113390 | -0.173053 | -0.126043 | -0.202990 | -0.357524 | -0.308492 | -0.084806 | 0.055378 | -0.182139 | -0.197543 | -0.008198 | -0.009669 | -0.105923 | -0.083378 | -0.007313 | -0.055624 | -0.118671 | -0.069599 | -0.001775 | -0.151037 | -0.191480 | 0.051499 | -0.087848 | -0.264404 | -0.023422 | 0.123258 | -0.106958 | -0.244746 | 0.090605 | 0.037362 | -0.316476 | -0.123747 | -0.070860 | -0.048378 | 0.036210 | -0.069043 | -0.010546 | 0.255622 | 0.115848 | 0.057899 | 0.209285 | 0.085615 | 0.377712 | 0.123563 | 0.296331 | 1.000000 | 0.286032 | -0.025658 | 0.315550 | 0.183934 | 0.167817 | -0.033084 | 0.239891 |
| 121 | 0.090725 | -0.118374 | 0.092388 | 0.129907 | -0.304737 | 0.195137 | 0.154641 | 0.032789 | -0.177077 | 0.132746 | 0.024455 | -0.106903 | 0.158282 | -0.081991 | 0.197671 | -0.063398 | 0.063507 | 0.177353 | -0.166811 | 0.000385 | 0.151800 | 0.034245 | -0.067174 | 0.104320 | 0.019712 | 0.203038 | 0.021865 | 0.041751 | 0.102353 | -0.048571 | 0.164260 | 0.157075 | 0.149922 | 0.166514 | 0.079140 | -0.014076 | -0.059014 | -0.143949 | -0.171366 | -0.221691 | -0.203638 | -0.139036 | -0.040612 | 0.174545 | 0.321783 | 0.084996 | -0.170739 | 0.103404 | 0.213062 | 0.157902 | 0.073866 | 0.086015 | 0.048870 | -0.161142 | -0.098245 | -0.123499 | -0.182660 | -0.284863 | -0.263619 | -0.058227 | -0.028641 | 0.066236 | 0.050071 | 0.167098 | 0.258115 | 0.167483 | 0.100379 | 0.132683 | 0.141262 | 0.151114 | 0.231191 | 0.021817 | -0.018418 | 0.093831 | 0.196631 | 0.033533 | -0.095066 | 0.051023 | 0.028211 | -0.275686 | -0.158637 | 0.123646 | -0.098435 | -0.071965 | -0.043417 | -0.130464 | 0.038070 | 0.051002 | -0.133456 | 0.072722 | 0.225410 | -0.158278 | -0.119801 | 0.160825 | -0.073743 | -0.197894 | 0.070497 | -0.039909 | -0.066047 | 0.081536 | 0.023679 | 0.004414 | 0.016182 | 0.134550 | 0.022572 | -0.150874 | -0.075623 | 0.090198 | 0.033183 | -0.071247 | 0.094736 | 0.169305 | -0.039425 | 0.146131 | 0.289728 | 0.014280 | 0.072439 | 0.124355 | 0.475996 | 0.291201 | 0.286032 | 1.000000 | 0.319540 | 0.093293 | 0.370350 | 0.205492 | 0.249405 | -0.175657 |
| 122 | 0.069463 | -0.185711 | -0.040699 | 0.087615 | 0.038225 | -0.002203 | 0.049000 | -0.131903 | -0.027858 | 0.067028 | -0.162076 | -0.155033 | -0.040303 | -0.037147 | 0.007350 | -0.053335 | -0.138720 | 0.006670 | -0.063867 | -0.098178 | 0.221018 | 0.188499 | -0.157363 | 0.198067 | 0.185639 | 0.046063 | 0.176584 | 0.130948 | 0.236889 | 0.196404 | 0.090423 | 0.096279 | 0.124827 | 0.141880 | 0.159664 | 0.059500 | -0.021552 | 0.039549 | 0.007779 | 0.023278 | -0.006504 | 0.007096 | 0.167421 | 0.146226 | 0.242777 | 0.079037 | -0.104346 | -0.052959 | -0.122462 | -0.067581 | -0.001254 | 0.031449 | 0.063159 | -0.065760 | -0.077708 | -0.066097 | -0.186647 | -0.255026 | -0.206704 | -0.087669 | -0.084310 | -0.106387 | -0.056159 | -0.016847 | 0.092709 | 0.043102 | 0.067957 | 0.109155 | 0.066900 | 0.070382 | 0.177286 | -0.012295 | -0.117850 | 0.183186 | 0.105154 | 0.036343 | 0.155800 | 0.189326 | 0.022816 | -0.158182 | 0.024436 | 0.126780 | -0.034803 | 0.015817 | 0.081772 | 0.113292 | 0.233002 | 0.158065 | 0.158637 | 0.182684 | 0.105510 | -0.010145 | 0.061569 | 0.165900 | 0.022194 | 0.110226 | 0.157177 | 0.066656 | 0.091666 | 0.144130 | 0.011079 | 0.009307 | 0.082785 | 0.091148 | 0.131619 | 0.058070 | 0.133996 | 0.078535 | -0.078682 | -0.217060 | 0.119588 | 0.110137 | -0.051852 | 0.286096 | 0.208711 | 0.208819 | 0.026981 | 0.057070 | 0.283671 | 0.244041 | -0.025658 | 0.319540 | 1.000000 | 0.232089 | 0.077123 | 0.338558 | 0.177762 | -0.060097 |
| 123 | 0.149246 | -0.170466 | -0.069489 | 0.099910 | -0.204485 | 0.329371 | -0.145181 | 0.040694 | -0.192918 | 0.075173 | 0.174813 | -0.108309 | 0.143002 | 0.096388 | 0.081305 | -0.250945 | 0.147635 | -0.016150 | 0.032970 | -0.028012 | 0.061856 | 0.259382 | -0.058246 | 0.231248 | 0.088035 | 0.176781 | 0.102687 | 0.199501 | 0.071543 | -0.012407 | 0.004275 | -0.062921 | 0.044864 | 0.027007 | 0.048303 | -0.166429 | -0.194377 | -0.268256 | -0.230938 | -0.190757 | -0.137604 | -0.010700 | 0.012030 | 0.143447 | 0.176517 | 0.055794 | -0.014887 | 0.108266 | 0.057126 | 0.027985 | -0.018168 | 0.011807 | 0.100075 | -0.006818 | -0.012471 | -0.096726 | -0.050755 | -0.087725 | -0.159507 | -0.173971 | -0.119224 | -0.007560 | 0.059310 | 0.205529 | 0.102811 | 0.155203 | 0.107361 | 0.195214 | 0.118103 | 0.069647 | 0.213137 | 0.137204 | 0.093397 | -0.107852 | 0.078096 | -0.073971 | -0.093497 | -0.067790 | -0.111147 | -0.121033 | -0.045448 | 0.099189 | -0.053157 | 0.051700 | -0.073698 | -0.004005 | 0.009157 | 0.169492 | 0.158248 | -0.093594 | -0.065175 | -0.120940 | 0.005535 | -0.035425 | -0.143160 | -0.061008 | 0.137847 | -0.204043 | -0.126581 | 0.099625 | -0.073259 | -0.131812 | -0.115996 | -0.015382 | -0.144893 | -0.037745 | -0.024705 | -0.014143 | -0.073102 | -0.059485 | -0.003607 | 0.059846 | 0.158692 | 0.180697 | 0.220691 | 0.116169 | 0.431385 | 0.240367 | 0.214307 | 0.340708 | 0.315550 | 0.093293 | 0.232089 | 1.000000 | 0.308834 | 0.148443 | 0.244369 | 0.192765 |
| 124 | 0.037835 | -0.026941 | 0.033625 | 0.119358 | 0.047719 | -0.067020 | 0.186712 | 0.072758 | -0.281760 | 0.036984 | -0.006876 | -0.003328 | 0.189782 | -0.082916 | 0.068679 | 0.015556 | -0.125075 | 0.084069 | -0.050702 | -0.019084 | 0.103012 | -0.037133 | -0.155705 | -0.074449 | -0.144474 | -0.058879 | -0.060816 | -0.108552 | -0.074469 | -0.183622 | -0.087067 | -0.136791 | -0.124873 | 0.017187 | -0.218921 | -0.227728 | -0.228495 | -0.265786 | -0.207384 | -0.135219 | -0.028750 | 0.148138 | 0.169881 | 0.244467 | 0.306911 | 0.018732 | 0.004227 | 0.041752 | 0.150943 | 0.111314 | 0.073700 | 0.133905 | 0.073282 | 0.069168 | 0.077895 | 0.033925 | -0.000750 | -0.059733 | -0.073585 | -0.037478 | -0.133662 | -0.003622 | 0.120347 | 0.163089 | 0.191346 | 0.025527 | 0.009831 | 0.016214 | 0.032118 | 0.024197 | 0.044189 | 0.050643 | -0.016550 | -0.046598 | 0.009268 | 0.017128 | -0.148115 | 0.000974 | 0.009489 | -0.105603 | -0.005580 | 0.121064 | -0.037616 | -0.110647 | 0.121197 | -0.050386 | -0.044480 | 0.106293 | 0.121503 | 0.150265 | 0.089185 | -0.090044 | 0.070956 | 0.066185 | -0.212597 | 0.076334 | 0.024562 | -0.173258 | -0.096938 | 0.134222 | 0.115105 | -0.097557 | -0.001604 | 0.016253 | -0.030833 | -0.192516 | -0.005606 | 0.011547 | -0.040671 | 0.025548 | 0.055172 | 0.141321 | 0.020996 | 0.194245 | 0.185627 | 0.072242 | 0.221327 | 0.146265 | 0.137629 | 0.334212 | 0.183934 | 0.370350 | 0.077123 | 0.308834 | 1.000000 | 0.082854 | 0.248119 | 0.252436 |
| 125 | -0.055112 | -0.113605 | 0.074947 | 0.082868 | 0.077544 | -0.025144 | -0.018592 | -0.180044 | -0.013385 | 0.004176 | -0.054339 | -0.088283 | -0.010650 | 0.175686 | -0.076092 | 0.038189 | 0.047691 | -0.042036 | 0.066746 | 0.115900 | 0.150689 | 0.097308 | 0.101568 | 0.134902 | 0.136952 | 0.080347 | 0.096875 | 0.129738 | 0.181012 | 0.112045 | 0.118190 | 0.054847 | 0.057598 | 0.110432 | -0.070431 | 0.000996 | -0.233514 | -0.180219 | -0.125332 | -0.146385 | 0.022325 | 0.067337 | 0.222606 | 0.251726 | 0.209881 | 0.088157 | 0.024517 | -0.044312 | -0.087362 | -0.035676 | -0.062167 | 0.023313 | 0.060968 | 0.000562 | -0.010478 | 0.000415 | -0.094741 | -0.129781 | -0.115003 | -0.128885 | -0.119764 | -0.176748 | -0.067216 | -0.173804 | -0.068416 | 0.055136 | 0.056698 | 0.120690 | 0.021552 | 0.019878 | 0.075549 | 0.063132 | -0.102055 | -0.041086 | -0.052317 | -0.104158 | -0.067155 | -0.109028 | -0.110478 | -0.239922 | -0.019465 | 0.039699 | -0.094247 | -0.107544 | 0.020926 | 0.054211 | 0.023508 | 0.108111 | 0.069269 | 0.199842 | 0.049255 | 0.024030 | 0.084912 | 0.155290 | 0.133890 | 0.024705 | 0.164807 | -0.035611 | 0.054062 | 0.109679 | 0.090941 | 0.084978 | -0.050784 | 0.098578 | 0.046012 | -0.020566 | 0.027827 | -0.051523 | -0.071949 | -0.022079 | 0.076544 | 0.139373 | 0.060220 | 0.203975 | 0.284101 | 0.170482 | -0.025629 | 0.191375 | 0.327065 | -0.039682 | 0.167817 | 0.205492 | 0.338558 | 0.148443 | 0.082854 | 1.000000 | 0.303868 | -0.110950 |
| 126 | 0.254696 | -0.123957 | -0.129006 | 0.147566 | -0.065463 | -0.109834 | -0.022032 | -0.067606 | -0.182671 | -0.006466 | -0.013853 | -0.078909 | 0.040179 | 0.039151 | -0.011445 | -0.109904 | -0.109653 | -0.203264 | -0.086662 | -0.049183 | 0.133698 | 0.109581 | -0.038341 | 0.130034 | 0.028784 | 0.165301 | 0.046289 | 0.085932 | 0.084817 | -0.047970 | 0.054579 | -0.005281 | 0.051304 | 0.086121 | 0.034227 | -0.290720 | -0.401860 | -0.301894 | -0.310866 | -0.131024 | -0.032437 | 0.074929 | 0.212462 | 0.210670 | 0.198198 | 0.007715 | -0.071856 | 0.068242 | 0.131766 | -0.073895 | -0.078105 | 0.119894 | 0.141140 | 0.029958 | -0.001191 | -0.001339 | -0.010799 | -0.043865 | -0.028392 | -0.015242 | -0.086210 | -0.002528 | 0.071648 | 0.116850 | 0.054018 | -0.026383 | 0.056267 | 0.179006 | 0.111882 | 0.004159 | 0.105812 | -0.056660 | -0.073588 | -0.008040 | -0.009927 | -0.049923 | -0.135636 | -0.053389 | -0.042652 | -0.030524 | 0.092190 | 0.156039 | -0.173463 | 0.019393 | 0.218135 | -0.020111 | 0.035326 | -0.012705 | 0.044663 | 0.101905 | 0.111523 | -0.040881 | -0.027903 | 0.137736 | -0.111579 | 0.065802 | 0.150668 | -0.245989 | -0.187801 | 0.187371 | 0.045062 | -0.219717 | -0.086998 | -0.016977 | -0.112492 | -0.142904 | 0.074640 | 0.026775 | -0.124881 | -0.130475 | 0.162217 | 0.273050 | -0.038956 | 0.266939 | 0.382342 | 0.221321 | 0.348099 | 0.224670 | 0.308888 | 0.355271 | -0.033084 | 0.249405 | 0.177762 | 0.244369 | 0.248119 | 0.303868 | 1.000000 | -0.131979 |
| 127 | -0.014888 | -0.072883 | -0.021425 | 0.036674 | 0.032928 | 0.010929 | -0.046032 | 0.038835 | -0.113967 | 0.012690 | -0.040887 | -0.061834 | 0.063054 | -0.084852 | 0.000102 | -0.098027 | -0.052161 | 0.020263 | 0.018036 | -0.048644 | -0.066523 | 0.163087 | -0.079214 | -0.041138 | 0.000861 | -0.066204 | -0.046201 | 0.010130 | 0.030463 | -0.009256 | -0.052335 | -0.169597 | -0.107760 | -0.122677 | -0.151324 | -0.035041 | -0.132302 | -0.095576 | -0.029039 | 0.002701 | 0.034787 | 0.131326 | 0.197143 | 0.157607 | 0.121514 | 0.131513 | 0.178386 | 0.106243 | 0.090745 | 0.257532 | 0.238986 | 0.049915 | -0.007357 | -0.028415 | -0.044938 | -0.072769 | -0.051834 | 0.031991 | -0.002979 | -0.010308 | -0.058242 | -0.028298 | -0.065455 | -0.191876 | -0.088485 | -0.103913 | -0.032221 | -0.102268 | -0.022542 | 0.095825 | -0.060204 | 0.011444 | 0.013102 | -0.057216 | -0.146648 | 0.006978 | 0.041986 | -0.144288 | -0.092223 | -0.018220 | -0.006063 | -0.089286 | -0.059251 | -0.059871 | -0.040488 | 0.170476 | 0.076223 | 0.072988 | 0.173877 | 0.012262 | -0.046155 | -0.015223 | 0.046616 | -0.018206 | -0.067479 | 0.101502 | 0.034134 | -0.032057 | 0.075599 | 0.068212 | 0.020353 | 0.031446 | 0.029765 | 0.074502 | 0.073692 | -0.086506 | 0.096297 | 0.217210 | 0.173452 | 0.082679 | -0.066344 | 0.037608 | 0.096071 | 0.031698 | -0.012581 | 0.004507 | 0.106146 | 0.072485 | -0.162029 | 0.038225 | 0.239891 | -0.175657 | -0.060097 | 0.192765 | 0.252436 | -0.110950 | -0.131979 | 1.000000 |
As we can see there is no observable pattern of correlation
from sklearn.preprocessing import LabelEncoder
encoder = LabelEncoder()
encoder.fit(dataframe['Corpus'])
y = encoder.transform(dataframe['Corpus'])
Creating a dataframe for post processing
dataframe_processed=pd.concat([pd.DataFrame(X_df), pd.DataFrame(y)], axis=1)
Checking for any Null Values
dataframe_processed.isna().sum().sum()
0
X_df=dataframe_processed.iloc[:,:-1]
y=dataframe_processed.iloc[:,-1:]
Splitting into Training and Validation
80-20 Split
from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(X_df, y, test_size=0.2, stratify=y)
X_train.shape,X_test.shape
((120, 128), (30, 128))
y_train.shape,y_test.shape
((120, 1), (30, 1))
Model Building
1. Logistic Regression
from sklearn.linear_model import LogisticRegression
from sklearn import metrics
from sklearn.metrics import accuracy_score,classification_report
logit = LogisticRegression(C=0.0001)
logit.fit(X_train, y_train)
logit_prediction=logit.predict(X_test)
/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.
Increase the number of iterations (max_iter) or scale the data as shown in:
https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,
print("The Accuracy of Logistic Regression Model is :",accuracy_score(logit_prediction,y_test))
The Accuracy of Logistic Regression Model is : 0.3333333333333333
print(classification_report(logit_prediction,y_test,zero_division=0))
precision recall f1-score support
0 1.00 0.50 0.67 4
1 1.00 1.00 1.00 2
2 0.33 1.00 0.50 1
3 0.00 0.00 0.00 1
4 0.00 0.00 0.00 0
5 0.00 0.00 0.00 2
6 0.50 0.50 0.50 2
7 0.50 0.50 0.50 2
8 0.00 0.00 0.00 0
9 0.50 0.17 0.25 6
10 0.00 0.00 0.00 6
11 0.50 0.50 0.50 2
12 0.50 0.50 0.50 2
13 0.00 0.00 0.00 0
accuracy 0.33 30
macro avg 0.35 0.33 0.32 30
weighted avg 0.44 0.33 0.36 30
print('Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(logit_prediction,y_test))
Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f2256464cd0>
print('Normalized Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(logit_prediction,y_test,normalize='all'))
Normalized Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f2255a35250>
2. Support Vector Classifier - Radial Basis Function
from sklearn import svm
rbf_svc = svm.SVC(kernel = 'rbf')
rbf_svc.fit(X_train, y_train)
svc_prediction=rbf_svc.predict(X_test)
/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel(). y = column_or_1d(y, warn=True)
print("The Accuracy of SVC RBF Model is :",accuracy_score(svc_prediction,y_test))
The Accuracy of SVC RBF Model is : 0.26666666666666666
print(classification_report(svc_prediction,y_test,zero_division=0))
precision recall f1-score support
0 0.50 0.50 0.50 2
1 1.00 0.67 0.80 3
2 0.00 0.00 0.00 0
3 0.00 0.00 0.00 1
4 0.00 0.00 0.00 0
5 0.00 0.00 0.00 1
6 0.50 0.50 0.50 2
7 0.50 0.50 0.50 2
8 0.00 0.00 0.00 0
9 0.50 0.14 0.22 7
10 0.00 0.00 0.00 7
11 0.50 0.50 0.50 2
12 0.50 1.00 0.67 1
13 0.00 0.00 0.00 2
accuracy 0.27 30
macro avg 0.29 0.27 0.26 30
weighted avg 0.37 0.27 0.29 30
print('Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(svc_prediction,y_test))
Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f225591af50>
print('Normalized Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(svc_prediction,y_test,normalize='all'))
Normalized Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f2255849ad0>
3. MLP Classifier
from sklearn.neural_network import MLPClassifier
mlp = MLPClassifier()
mlp.fit(X_train, y_train)
mlp_prediction=mlp.predict(X_test)
/usr/local/lib/python3.7/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:1109: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel(). y = column_or_1d(y, warn=True) /usr/local/lib/python3.7/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:696: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. ConvergenceWarning,
print("The Accuracy of MLP Classifier is :",accuracy_score(mlp_prediction,y_test))
The Accuracy of MLP Classifier is : 0.1
print(classification_report(mlp_prediction,y_test,zero_division=0))
precision recall f1-score support
0 0.00 0.00 0.00 2
1 0.00 0.00 0.00 1
2 0.00 0.00 0.00 1
3 0.00 0.00 0.00 1
4 0.33 0.25 0.29 4
5 0.00 0.00 0.00 2
6 0.00 0.00 0.00 0
7 0.50 0.33 0.40 3
8 0.00 0.00 0.00 1
9 0.00 0.00 0.00 4
10 0.00 0.00 0.00 5
11 0.50 0.33 0.40 3
12 0.00 0.00 0.00 2
13 0.00 0.00 0.00 1
accuracy 0.10 30
macro avg 0.10 0.07 0.08 30
weighted avg 0.14 0.10 0.12 30
print('Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(mlp_prediction,y_test))
Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f2255698890>
print('Normalized Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(mlp_prediction,y_test,normalize='all'))
Normalized Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f22554cce50>
4. 1D CNN
X_train_1d = X_train.values.reshape(-1,128,1)
X_test_1d = X_test.values.reshape(-1,128,1)
import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import InputLayer, Conv1D, MaxPooling1D, Dense, Flatten
tf.keras.backend.clear_session()
model = Sequential([
InputLayer(input_shape=(128, 1)),
Conv1D(64, 11, activation='relu', padding = "same"),
MaxPooling1D(3),
Conv1D(64, 9, activation='relu', padding = "same"),
MaxPooling1D(3),
Conv1D(64, 7, activation='relu', padding = "same"),
MaxPooling1D(3),
Flatten(),
Dense(64, activation='relu'),
Dense(64, activation='relu'),
Dense(64, activation='relu'),
Dense(32, activation='relu'),
Dense(15, activation='softmax')
])
model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv1d (Conv1D) (None, 128, 64) 768
max_pooling1d (MaxPooling1D (None, 42, 64) 0
)
conv1d_1 (Conv1D) (None, 42, 64) 36928
max_pooling1d_1 (MaxPooling (None, 14, 64) 0
1D)
conv1d_2 (Conv1D) (None, 14, 64) 28736
max_pooling1d_2 (MaxPooling (None, 4, 64) 0
1D)
flatten (Flatten) (None, 256) 0
dense (Dense) (None, 64) 16448
dense_1 (Dense) (None, 64) 4160
dense_2 (Dense) (None, 64) 4160
dense_3 (Dense) (None, 32) 2080
dense_4 (Dense) (None, 15) 495
=================================================================
Total params: 93,775
Trainable params: 93,775
Non-trainable params: 0
_________________________________________________________________
Model Visualisation with Shapes
tf.keras.utils.plot_model(model, show_shapes=True)
Model Compilation
model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])
Model Fitting
history = model.fit(X_train_1d, y_train, epochs=250, validation_data=(X_test_1d,y_test))
Epoch 1/250 4/4 [==============================] - 3s 156ms/step - loss: 3.0255 - accuracy: 0.0583 - val_loss: 2.8338 - val_accuracy: 0.1333 Epoch 2/250 4/4 [==============================] - 0s 11ms/step - loss: 2.7052 - accuracy: 0.1250 - val_loss: 2.6653 - val_accuracy: 0.0667 Epoch 3/250 4/4 [==============================] - 0s 11ms/step - loss: 2.6775 - accuracy: 0.1083 - val_loss: 2.6276 - val_accuracy: 0.1000 Epoch 4/250 4/4 [==============================] - 0s 10ms/step - loss: 2.5934 - accuracy: 0.1250 - val_loss: 2.6603 - val_accuracy: 0.1333 Epoch 5/250 4/4 [==============================] - 0s 12ms/step - loss: 2.5328 - accuracy: 0.1500 - val_loss: 2.6458 - val_accuracy: 0.1333 Epoch 6/250 4/4 [==============================] - 0s 12ms/step - loss: 2.4663 - accuracy: 0.1667 - val_loss: 2.6312 - val_accuracy: 0.1000 Epoch 7/250 4/4 [==============================] - 0s 13ms/step - loss: 2.3939 - accuracy: 0.1917 - val_loss: 2.5905 - val_accuracy: 0.1333 Epoch 8/250 4/4 [==============================] - 0s 11ms/step - loss: 2.3758 - accuracy: 0.2083 - val_loss: 2.6311 - val_accuracy: 0.1000 Epoch 9/250 4/4 [==============================] - 0s 11ms/step - loss: 2.2749 - accuracy: 0.2000 - val_loss: 2.5376 - val_accuracy: 0.2333 Epoch 10/250 4/4 [==============================] - 0s 13ms/step - loss: 2.2598 - accuracy: 0.2667 - val_loss: 2.5593 - val_accuracy: 0.2000 Epoch 11/250 4/4 [==============================] - 0s 11ms/step - loss: 2.1723 - accuracy: 0.3083 - val_loss: 2.5912 - val_accuracy: 0.1333 Epoch 12/250 4/4 [==============================] - 0s 10ms/step - loss: 2.0789 - accuracy: 0.3167 - val_loss: 2.5666 - val_accuracy: 0.2000 Epoch 13/250 4/4 [==============================] - 0s 11ms/step - loss: 2.1237 - accuracy: 0.3167 - val_loss: 2.6357 - val_accuracy: 0.1000 Epoch 14/250 4/4 [==============================] - 0s 11ms/step - loss: 2.0602 - accuracy: 0.2833 - val_loss: 2.6854 - val_accuracy: 0.2000 Epoch 15/250 4/4 [==============================] - 0s 11ms/step - loss: 2.0945 - accuracy: 0.3250 - val_loss: 2.5382 - val_accuracy: 0.3000 Epoch 16/250 4/4 [==============================] - 0s 11ms/step - loss: 1.9766 - accuracy: 0.3500 - val_loss: 2.5258 - val_accuracy: 0.1667 Epoch 17/250 4/4 [==============================] - 0s 11ms/step - loss: 2.0065 - accuracy: 0.3000 - val_loss: 2.9028 - val_accuracy: 0.1333 Epoch 18/250 4/4 [==============================] - 0s 12ms/step - loss: 2.0367 - accuracy: 0.2500 - val_loss: 2.4568 - val_accuracy: 0.2667 Epoch 19/250 4/4 [==============================] - 0s 13ms/step - loss: 1.7991 - accuracy: 0.3917 - val_loss: 2.4560 - val_accuracy: 0.3667 Epoch 20/250 4/4 [==============================] - 0s 17ms/step - loss: 1.6921 - accuracy: 0.4333 - val_loss: 2.3433 - val_accuracy: 0.3333 Epoch 21/250 4/4 [==============================] - 0s 11ms/step - loss: 1.6102 - accuracy: 0.4583 - val_loss: 2.5460 - val_accuracy: 0.2333 Epoch 22/250 4/4 [==============================] - 0s 11ms/step - loss: 1.4913 - accuracy: 0.5667 - val_loss: 2.2907 - val_accuracy: 0.4000 Epoch 23/250 4/4 [==============================] - 0s 13ms/step - loss: 1.3521 - accuracy: 0.5583 - val_loss: 2.5123 - val_accuracy: 0.3000 Epoch 24/250 4/4 [==============================] - 0s 10ms/step - loss: 1.2524 - accuracy: 0.6083 - val_loss: 2.4034 - val_accuracy: 0.4000 Epoch 25/250 4/4 [==============================] - 0s 10ms/step - loss: 1.1618 - accuracy: 0.6500 - val_loss: 2.6842 - val_accuracy: 0.3000 Epoch 26/250 4/4 [==============================] - 0s 11ms/step - loss: 1.1079 - accuracy: 0.6000 - val_loss: 2.4703 - val_accuracy: 0.2667 Epoch 27/250 4/4 [==============================] - 0s 11ms/step - loss: 1.0994 - accuracy: 0.6333 - val_loss: 2.6010 - val_accuracy: 0.3333 Epoch 28/250 4/4 [==============================] - 0s 11ms/step - loss: 1.0069 - accuracy: 0.6833 - val_loss: 2.6884 - val_accuracy: 0.3000 Epoch 29/250 4/4 [==============================] - 0s 11ms/step - loss: 0.8945 - accuracy: 0.7250 - val_loss: 2.7833 - val_accuracy: 0.3333 Epoch 30/250 4/4 [==============================] - 0s 11ms/step - loss: 0.8279 - accuracy: 0.7667 - val_loss: 2.7324 - val_accuracy: 0.3333 Epoch 31/250 4/4 [==============================] - 0s 11ms/step - loss: 0.6908 - accuracy: 0.8667 - val_loss: 3.1959 - val_accuracy: 0.2333 Epoch 32/250 4/4 [==============================] - 0s 11ms/step - loss: 0.6947 - accuracy: 0.8167 - val_loss: 3.0551 - val_accuracy: 0.3667 Epoch 33/250 4/4 [==============================] - 0s 11ms/step - loss: 0.6012 - accuracy: 0.8333 - val_loss: 2.8808 - val_accuracy: 0.3333 Epoch 34/250 4/4 [==============================] - 0s 11ms/step - loss: 0.5689 - accuracy: 0.8667 - val_loss: 3.2848 - val_accuracy: 0.3000 Epoch 35/250 4/4 [==============================] - 0s 11ms/step - loss: 0.5122 - accuracy: 0.8833 - val_loss: 3.6088 - val_accuracy: 0.2000 Epoch 36/250 4/4 [==============================] - 0s 11ms/step - loss: 0.5138 - accuracy: 0.8583 - val_loss: 3.3977 - val_accuracy: 0.3000 Epoch 37/250 4/4 [==============================] - 0s 13ms/step - loss: 0.5258 - accuracy: 0.8000 - val_loss: 3.0721 - val_accuracy: 0.4000 Epoch 38/250 4/4 [==============================] - 0s 11ms/step - loss: 0.4509 - accuracy: 0.8500 - val_loss: 3.7329 - val_accuracy: 0.2000 Epoch 39/250 4/4 [==============================] - 0s 11ms/step - loss: 0.4244 - accuracy: 0.8667 - val_loss: 3.6642 - val_accuracy: 0.4000 Epoch 40/250 4/4 [==============================] - 0s 13ms/step - loss: 0.3638 - accuracy: 0.8917 - val_loss: 3.7076 - val_accuracy: 0.3000 Epoch 41/250 4/4 [==============================] - 0s 11ms/step - loss: 0.2610 - accuracy: 0.9750 - val_loss: 3.5656 - val_accuracy: 0.3333 Epoch 42/250 4/4 [==============================] - 0s 11ms/step - loss: 0.2314 - accuracy: 0.9750 - val_loss: 3.9032 - val_accuracy: 0.3333 Epoch 43/250 4/4 [==============================] - 0s 10ms/step - loss: 0.1658 - accuracy: 0.9833 - val_loss: 4.1708 - val_accuracy: 0.3000 Epoch 44/250 4/4 [==============================] - 0s 11ms/step - loss: 0.1430 - accuracy: 1.0000 - val_loss: 4.0793 - val_accuracy: 0.3333 Epoch 45/250 4/4 [==============================] - 0s 11ms/step - loss: 0.1261 - accuracy: 0.9833 - val_loss: 4.1946 - val_accuracy: 0.3667 Epoch 46/250 4/4 [==============================] - 0s 11ms/step - loss: 0.1291 - accuracy: 1.0000 - val_loss: 4.2132 - val_accuracy: 0.2667 Epoch 47/250 4/4 [==============================] - 0s 11ms/step - loss: 0.1280 - accuracy: 0.9917 - val_loss: 4.6358 - val_accuracy: 0.3333 Epoch 48/250 4/4 [==============================] - 0s 12ms/step - loss: 0.1143 - accuracy: 1.0000 - val_loss: 4.4666 - val_accuracy: 0.3667 Epoch 49/250 4/4 [==============================] - 0s 11ms/step - loss: 0.1116 - accuracy: 0.9833 - val_loss: 4.6370 - val_accuracy: 0.2667 Epoch 50/250 4/4 [==============================] - 0s 11ms/step - loss: 0.1123 - accuracy: 0.9750 - val_loss: 4.9338 - val_accuracy: 0.2000 Epoch 51/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0982 - accuracy: 0.9917 - val_loss: 4.5316 - val_accuracy: 0.3333 Epoch 52/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0536 - accuracy: 1.0000 - val_loss: 4.6841 - val_accuracy: 0.4000 Epoch 53/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0445 - accuracy: 1.0000 - val_loss: 4.7955 - val_accuracy: 0.3000 Epoch 54/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0347 - accuracy: 1.0000 - val_loss: 4.8769 - val_accuracy: 0.3333 Epoch 55/250 4/4 [==============================] - 0s 10ms/step - loss: 0.0304 - accuracy: 1.0000 - val_loss: 4.9324 - val_accuracy: 0.3000 Epoch 56/250 4/4 [==============================] - 0s 10ms/step - loss: 0.0273 - accuracy: 1.0000 - val_loss: 5.1536 - val_accuracy: 0.3333 Epoch 57/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0229 - accuracy: 1.0000 - val_loss: 5.2221 - val_accuracy: 0.3000 Epoch 58/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0199 - accuracy: 1.0000 - val_loss: 5.2670 - val_accuracy: 0.3667 Epoch 59/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0180 - accuracy: 1.0000 - val_loss: 5.3441 - val_accuracy: 0.3000 Epoch 60/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0164 - accuracy: 1.0000 - val_loss: 5.3615 - val_accuracy: 0.3000 Epoch 61/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0149 - accuracy: 1.0000 - val_loss: 5.4095 - val_accuracy: 0.3667 Epoch 62/250 4/4 [==============================] - 0s 15ms/step - loss: 0.0138 - accuracy: 1.0000 - val_loss: 5.4306 - val_accuracy: 0.3333 Epoch 63/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0129 - accuracy: 1.0000 - val_loss: 5.4773 - val_accuracy: 0.3000 Epoch 64/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0120 - accuracy: 1.0000 - val_loss: 5.5141 - val_accuracy: 0.3333 Epoch 65/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0116 - accuracy: 1.0000 - val_loss: 5.5499 - val_accuracy: 0.3667 Epoch 66/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0106 - accuracy: 1.0000 - val_loss: 5.5985 - val_accuracy: 0.3000 Epoch 67/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0100 - accuracy: 1.0000 - val_loss: 5.6743 - val_accuracy: 0.3000 Epoch 68/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0097 - accuracy: 1.0000 - val_loss: 5.6995 - val_accuracy: 0.3333 Epoch 69/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0092 - accuracy: 1.0000 - val_loss: 5.7259 - val_accuracy: 0.3667 Epoch 70/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0087 - accuracy: 1.0000 - val_loss: 5.7522 - val_accuracy: 0.3000 Epoch 71/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0084 - accuracy: 1.0000 - val_loss: 5.8030 - val_accuracy: 0.3000 Epoch 72/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0079 - accuracy: 1.0000 - val_loss: 5.8433 - val_accuracy: 0.3333 Epoch 73/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0075 - accuracy: 1.0000 - val_loss: 5.8489 - val_accuracy: 0.3000 Epoch 74/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0072 - accuracy: 1.0000 - val_loss: 5.8963 - val_accuracy: 0.3000 Epoch 75/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0069 - accuracy: 1.0000 - val_loss: 5.9354 - val_accuracy: 0.3000 Epoch 76/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0066 - accuracy: 1.0000 - val_loss: 5.9600 - val_accuracy: 0.3000 Epoch 77/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0064 - accuracy: 1.0000 - val_loss: 5.9844 - val_accuracy: 0.3000 Epoch 78/250 4/4 [==============================] - 0s 10ms/step - loss: 0.0062 - accuracy: 1.0000 - val_loss: 6.0124 - val_accuracy: 0.3000 Epoch 79/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0060 - accuracy: 1.0000 - val_loss: 6.0249 - val_accuracy: 0.3000 Epoch 80/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0058 - accuracy: 1.0000 - val_loss: 6.0701 - val_accuracy: 0.3000 Epoch 81/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0056 - accuracy: 1.0000 - val_loss: 6.0981 - val_accuracy: 0.3000 Epoch 82/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0054 - accuracy: 1.0000 - val_loss: 6.1170 - val_accuracy: 0.3000 Epoch 83/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0052 - accuracy: 1.0000 - val_loss: 6.1250 - val_accuracy: 0.3000 Epoch 84/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0050 - accuracy: 1.0000 - val_loss: 6.1466 - val_accuracy: 0.3000 Epoch 85/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0049 - accuracy: 1.0000 - val_loss: 6.1708 - val_accuracy: 0.3000 Epoch 86/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0047 - accuracy: 1.0000 - val_loss: 6.2143 - val_accuracy: 0.3000 Epoch 87/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0046 - accuracy: 1.0000 - val_loss: 6.2396 - val_accuracy: 0.3000 Epoch 88/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0045 - accuracy: 1.0000 - val_loss: 6.2411 - val_accuracy: 0.3000 Epoch 89/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0043 - accuracy: 1.0000 - val_loss: 6.2620 - val_accuracy: 0.3333 Epoch 90/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0042 - accuracy: 1.0000 - val_loss: 6.2984 - val_accuracy: 0.3000 Epoch 91/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0041 - accuracy: 1.0000 - val_loss: 6.3192 - val_accuracy: 0.3000 Epoch 92/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0040 - accuracy: 1.0000 - val_loss: 6.3390 - val_accuracy: 0.3000 Epoch 93/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0039 - accuracy: 1.0000 - val_loss: 6.3519 - val_accuracy: 0.3000 Epoch 94/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0039 - accuracy: 1.0000 - val_loss: 6.3758 - val_accuracy: 0.3000 Epoch 95/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0037 - accuracy: 1.0000 - val_loss: 6.3934 - val_accuracy: 0.3000 Epoch 96/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0036 - accuracy: 1.0000 - val_loss: 6.4040 - val_accuracy: 0.3000 Epoch 97/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0035 - accuracy: 1.0000 - val_loss: 6.4313 - val_accuracy: 0.3000 Epoch 98/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0034 - accuracy: 1.0000 - val_loss: 6.4538 - val_accuracy: 0.3000 Epoch 99/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0033 - accuracy: 1.0000 - val_loss: 6.4734 - val_accuracy: 0.3000 Epoch 100/250 4/4 [==============================] - 0s 17ms/step - loss: 0.0032 - accuracy: 1.0000 - val_loss: 6.5001 - val_accuracy: 0.3000 Epoch 101/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0032 - accuracy: 1.0000 - val_loss: 6.5197 - val_accuracy: 0.3000 Epoch 102/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0031 - accuracy: 1.0000 - val_loss: 6.5400 - val_accuracy: 0.3000 Epoch 103/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0030 - accuracy: 1.0000 - val_loss: 6.5507 - val_accuracy: 0.3000 Epoch 104/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0029 - accuracy: 1.0000 - val_loss: 6.5635 - val_accuracy: 0.3000 Epoch 105/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0029 - accuracy: 1.0000 - val_loss: 6.5804 - val_accuracy: 0.3000 Epoch 106/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0028 - accuracy: 1.0000 - val_loss: 6.5920 - val_accuracy: 0.3000 Epoch 107/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0027 - accuracy: 1.0000 - val_loss: 6.6213 - val_accuracy: 0.3000 Epoch 108/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0027 - accuracy: 1.0000 - val_loss: 6.6377 - val_accuracy: 0.3000 Epoch 109/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0026 - accuracy: 1.0000 - val_loss: 6.6484 - val_accuracy: 0.3000 Epoch 110/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0026 - accuracy: 1.0000 - val_loss: 6.6607 - val_accuracy: 0.3000 Epoch 111/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0025 - accuracy: 1.0000 - val_loss: 6.6917 - val_accuracy: 0.3000 Epoch 112/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0024 - accuracy: 1.0000 - val_loss: 6.7101 - val_accuracy: 0.3000 Epoch 113/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0024 - accuracy: 1.0000 - val_loss: 6.7265 - val_accuracy: 0.3000 Epoch 114/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0023 - accuracy: 1.0000 - val_loss: 6.7412 - val_accuracy: 0.3000 Epoch 115/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0023 - accuracy: 1.0000 - val_loss: 6.7620 - val_accuracy: 0.3000 Epoch 116/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0023 - accuracy: 1.0000 - val_loss: 6.7732 - val_accuracy: 0.3000 Epoch 117/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0022 - accuracy: 1.0000 - val_loss: 6.7824 - val_accuracy: 0.3000 Epoch 118/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0022 - accuracy: 1.0000 - val_loss: 6.7928 - val_accuracy: 0.3000 Epoch 119/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0021 - accuracy: 1.0000 - val_loss: 6.8027 - val_accuracy: 0.3000 Epoch 120/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0021 - accuracy: 1.0000 - val_loss: 6.8200 - val_accuracy: 0.3000 Epoch 121/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0020 - accuracy: 1.0000 - val_loss: 6.8374 - val_accuracy: 0.3000 Epoch 122/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0020 - accuracy: 1.0000 - val_loss: 6.8499 - val_accuracy: 0.3000 Epoch 123/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0020 - accuracy: 1.0000 - val_loss: 6.8660 - val_accuracy: 0.3000 Epoch 124/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0019 - accuracy: 1.0000 - val_loss: 6.8756 - val_accuracy: 0.3000 Epoch 125/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0019 - accuracy: 1.0000 - val_loss: 6.8947 - val_accuracy: 0.3000 Epoch 126/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0018 - accuracy: 1.0000 - val_loss: 6.9153 - val_accuracy: 0.3000 Epoch 127/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0018 - accuracy: 1.0000 - val_loss: 6.9285 - val_accuracy: 0.3000 Epoch 128/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0018 - accuracy: 1.0000 - val_loss: 6.9399 - val_accuracy: 0.3000 Epoch 129/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 6.9470 - val_accuracy: 0.3000 Epoch 130/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 6.9624 - val_accuracy: 0.3000 Epoch 131/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 6.9812 - val_accuracy: 0.3000 Epoch 132/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 6.9896 - val_accuracy: 0.3000 Epoch 133/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000 - val_loss: 6.9944 - val_accuracy: 0.3000 Epoch 134/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000 - val_loss: 7.0088 - val_accuracy: 0.3000 Epoch 135/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000 - val_loss: 7.0217 - val_accuracy: 0.3000 Epoch 136/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000 - val_loss: 7.0379 - val_accuracy: 0.3000 Epoch 137/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000 - val_loss: 7.0451 - val_accuracy: 0.3000 Epoch 138/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0015 - accuracy: 1.0000 - val_loss: 7.0542 - val_accuracy: 0.3000 Epoch 139/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000 - val_loss: 7.0638 - val_accuracy: 0.3000 Epoch 140/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.0815 - val_accuracy: 0.3000 Epoch 141/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.1024 - val_accuracy: 0.3000 Epoch 142/250 4/4 [==============================] - 0s 10ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.1137 - val_accuracy: 0.3000 Epoch 143/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.1187 - val_accuracy: 0.3000 Epoch 144/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.1313 - val_accuracy: 0.3000 Epoch 145/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1430 - val_accuracy: 0.3000 Epoch 146/250 4/4 [==============================] - 0s 13ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1567 - val_accuracy: 0.3000 Epoch 147/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1719 - val_accuracy: 0.3000 Epoch 148/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1886 - val_accuracy: 0.3000 Epoch 149/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1978 - val_accuracy: 0.3000 Epoch 150/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2125 - val_accuracy: 0.3000 Epoch 151/250 4/4 [==============================] - 0s 12ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2236 - val_accuracy: 0.3000 Epoch 152/250 4/4 [==============================] - 0s 10ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2283 - val_accuracy: 0.3000 Epoch 153/250 4/4 [==============================] - 0s 10ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2285 - val_accuracy: 0.3000 Epoch 154/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2399 - val_accuracy: 0.3000 Epoch 155/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2524 - val_accuracy: 0.3000 Epoch 156/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2654 - val_accuracy: 0.3000 Epoch 157/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2792 - val_accuracy: 0.3000 Epoch 158/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2821 - val_accuracy: 0.3000 Epoch 159/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2937 - val_accuracy: 0.3000 Epoch 160/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.3050 - val_accuracy: 0.3000 Epoch 161/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.3153 - val_accuracy: 0.3000 Epoch 162/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0010 - accuracy: 1.0000 - val_loss: 7.3270 - val_accuracy: 0.3000 Epoch 163/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0010 - accuracy: 1.0000 - val_loss: 7.3367 - val_accuracy: 0.3000 Epoch 164/250 4/4 [==============================] - 0s 11ms/step - loss: 0.0010 - accuracy: 1.0000 - val_loss: 7.3496 - val_accuracy: 0.3000 Epoch 165/250 4/4 [==============================] - 0s 13ms/step - loss: 9.9461e-04 - accuracy: 1.0000 - val_loss: 7.3618 - val_accuracy: 0.3000 Epoch 166/250 4/4 [==============================] - 0s 11ms/step - loss: 9.7973e-04 - accuracy: 1.0000 - val_loss: 7.3716 - val_accuracy: 0.3000 Epoch 167/250 4/4 [==============================] - 0s 11ms/step - loss: 9.6459e-04 - accuracy: 1.0000 - val_loss: 7.3823 - val_accuracy: 0.3000 Epoch 168/250 4/4 [==============================] - 0s 11ms/step - loss: 9.5459e-04 - accuracy: 1.0000 - val_loss: 7.3977 - val_accuracy: 0.3000 Epoch 169/250 4/4 [==============================] - 0s 11ms/step - loss: 9.4105e-04 - accuracy: 1.0000 - val_loss: 7.4086 - val_accuracy: 0.3000 Epoch 170/250 4/4 [==============================] - 0s 12ms/step - loss: 9.2251e-04 - accuracy: 1.0000 - val_loss: 7.4171 - val_accuracy: 0.3000 Epoch 171/250 4/4 [==============================] - 0s 12ms/step - loss: 9.1344e-04 - accuracy: 1.0000 - val_loss: 7.4305 - val_accuracy: 0.3000 Epoch 172/250 4/4 [==============================] - 0s 13ms/step - loss: 9.0037e-04 - accuracy: 1.0000 - val_loss: 7.4441 - val_accuracy: 0.3000 Epoch 173/250 4/4 [==============================] - 0s 11ms/step - loss: 8.8781e-04 - accuracy: 1.0000 - val_loss: 7.4601 - val_accuracy: 0.3000 Epoch 174/250 4/4 [==============================] - 0s 11ms/step - loss: 8.7967e-04 - accuracy: 1.0000 - val_loss: 7.4686 - val_accuracy: 0.3000 Epoch 175/250 4/4 [==============================] - 0s 11ms/step - loss: 8.6577e-04 - accuracy: 1.0000 - val_loss: 7.4745 - val_accuracy: 0.3000 Epoch 176/250 4/4 [==============================] - 0s 11ms/step - loss: 8.5352e-04 - accuracy: 1.0000 - val_loss: 7.4840 - val_accuracy: 0.3000 Epoch 177/250 4/4 [==============================] - 0s 11ms/step - loss: 8.4256e-04 - accuracy: 1.0000 - val_loss: 7.4966 - val_accuracy: 0.3000 Epoch 178/250 4/4 [==============================] - 0s 16ms/step - loss: 8.3038e-04 - accuracy: 1.0000 - val_loss: 7.5016 - val_accuracy: 0.3000 Epoch 179/250 4/4 [==============================] - 0s 11ms/step - loss: 8.2155e-04 - accuracy: 1.0000 - val_loss: 7.5088 - val_accuracy: 0.3000 Epoch 180/250 4/4 [==============================] - 0s 13ms/step - loss: 8.0872e-04 - accuracy: 1.0000 - val_loss: 7.5124 - val_accuracy: 0.3000 Epoch 181/250 4/4 [==============================] - 0s 11ms/step - loss: 8.0123e-04 - accuracy: 1.0000 - val_loss: 7.5168 - val_accuracy: 0.3000 Epoch 182/250 4/4 [==============================] - 0s 11ms/step - loss: 7.9150e-04 - accuracy: 1.0000 - val_loss: 7.5294 - val_accuracy: 0.3000 Epoch 183/250 4/4 [==============================] - 0s 11ms/step - loss: 7.7683e-04 - accuracy: 1.0000 - val_loss: 7.5394 - val_accuracy: 0.3000 Epoch 184/250 4/4 [==============================] - 0s 11ms/step - loss: 7.7202e-04 - accuracy: 1.0000 - val_loss: 7.5473 - val_accuracy: 0.3000 Epoch 185/250 4/4 [==============================] - 0s 13ms/step - loss: 7.6165e-04 - accuracy: 1.0000 - val_loss: 7.5572 - val_accuracy: 0.3000 Epoch 186/250 4/4 [==============================] - 0s 12ms/step - loss: 7.5108e-04 - accuracy: 1.0000 - val_loss: 7.5618 - val_accuracy: 0.3000 Epoch 187/250 4/4 [==============================] - 0s 11ms/step - loss: 7.4278e-04 - accuracy: 1.0000 - val_loss: 7.5703 - val_accuracy: 0.3000 Epoch 188/250 4/4 [==============================] - 0s 15ms/step - loss: 7.3670e-04 - accuracy: 1.0000 - val_loss: 7.5785 - val_accuracy: 0.3000 Epoch 189/250 4/4 [==============================] - 0s 12ms/step - loss: 7.2502e-04 - accuracy: 1.0000 - val_loss: 7.5877 - val_accuracy: 0.3000 Epoch 190/250 4/4 [==============================] - 0s 13ms/step - loss: 7.1962e-04 - accuracy: 1.0000 - val_loss: 7.5933 - val_accuracy: 0.3000 Epoch 191/250 4/4 [==============================] - 0s 11ms/step - loss: 7.0808e-04 - accuracy: 1.0000 - val_loss: 7.6022 - val_accuracy: 0.3000 Epoch 192/250 4/4 [==============================] - 0s 12ms/step - loss: 7.0079e-04 - accuracy: 1.0000 - val_loss: 7.6119 - val_accuracy: 0.3000 Epoch 193/250 4/4 [==============================] - 0s 11ms/step - loss: 6.9288e-04 - accuracy: 1.0000 - val_loss: 7.6239 - val_accuracy: 0.3000 Epoch 194/250 4/4 [==============================] - 0s 11ms/step - loss: 6.8426e-04 - accuracy: 1.0000 - val_loss: 7.6286 - val_accuracy: 0.3000 Epoch 195/250 4/4 [==============================] - 0s 11ms/step - loss: 6.7454e-04 - accuracy: 1.0000 - val_loss: 7.6327 - val_accuracy: 0.3000 Epoch 196/250 4/4 [==============================] - 0s 12ms/step - loss: 6.6652e-04 - accuracy: 1.0000 - val_loss: 7.6358 - val_accuracy: 0.3000 Epoch 197/250 4/4 [==============================] - 0s 12ms/step - loss: 6.6571e-04 - accuracy: 1.0000 - val_loss: 7.6397 - val_accuracy: 0.3000 Epoch 198/250 4/4 [==============================] - 0s 11ms/step - loss: 6.5460e-04 - accuracy: 1.0000 - val_loss: 7.6536 - val_accuracy: 0.3000 Epoch 199/250 4/4 [==============================] - 0s 12ms/step - loss: 6.4492e-04 - accuracy: 1.0000 - val_loss: 7.6676 - val_accuracy: 0.3000 Epoch 200/250 4/4 [==============================] - 0s 11ms/step - loss: 6.3698e-04 - accuracy: 1.0000 - val_loss: 7.6782 - val_accuracy: 0.3000 Epoch 201/250 4/4 [==============================] - 0s 12ms/step - loss: 6.3047e-04 - accuracy: 1.0000 - val_loss: 7.6839 - val_accuracy: 0.3000 Epoch 202/250 4/4 [==============================] - 0s 11ms/step - loss: 6.2303e-04 - accuracy: 1.0000 - val_loss: 7.6856 - val_accuracy: 0.3000 Epoch 203/250 4/4 [==============================] - 0s 11ms/step - loss: 6.1597e-04 - accuracy: 1.0000 - val_loss: 7.6912 - val_accuracy: 0.3000 Epoch 204/250 4/4 [==============================] - 0s 11ms/step - loss: 6.0978e-04 - accuracy: 1.0000 - val_loss: 7.6989 - val_accuracy: 0.3000 Epoch 205/250 4/4 [==============================] - 0s 11ms/step - loss: 6.0229e-04 - accuracy: 1.0000 - val_loss: 7.7081 - val_accuracy: 0.3000 Epoch 206/250 4/4 [==============================] - 0s 12ms/step - loss: 5.9561e-04 - accuracy: 1.0000 - val_loss: 7.7142 - val_accuracy: 0.3000 Epoch 207/250 4/4 [==============================] - 0s 11ms/step - loss: 5.9146e-04 - accuracy: 1.0000 - val_loss: 7.7219 - val_accuracy: 0.3000 Epoch 208/250 4/4 [==============================] - 0s 12ms/step - loss: 5.8581e-04 - accuracy: 1.0000 - val_loss: 7.7257 - val_accuracy: 0.3000 Epoch 209/250 4/4 [==============================] - 0s 12ms/step - loss: 5.7725e-04 - accuracy: 1.0000 - val_loss: 7.7292 - val_accuracy: 0.3000 Epoch 210/250 4/4 [==============================] - 0s 13ms/step - loss: 5.7283e-04 - accuracy: 1.0000 - val_loss: 7.7396 - val_accuracy: 0.3000 Epoch 211/250 4/4 [==============================] - 0s 12ms/step - loss: 5.6427e-04 - accuracy: 1.0000 - val_loss: 7.7479 - val_accuracy: 0.3000 Epoch 212/250 4/4 [==============================] - 0s 13ms/step - loss: 5.5873e-04 - accuracy: 1.0000 - val_loss: 7.7585 - val_accuracy: 0.3000 Epoch 213/250 4/4 [==============================] - 0s 11ms/step - loss: 5.5267e-04 - accuracy: 1.0000 - val_loss: 7.7647 - val_accuracy: 0.3000 Epoch 214/250 4/4 [==============================] - 0s 13ms/step - loss: 5.4688e-04 - accuracy: 1.0000 - val_loss: 7.7702 - val_accuracy: 0.3000 Epoch 215/250 4/4 [==============================] - 0s 12ms/step - loss: 5.4243e-04 - accuracy: 1.0000 - val_loss: 7.7773 - val_accuracy: 0.3000 Epoch 216/250 4/4 [==============================] - 0s 12ms/step - loss: 5.3525e-04 - accuracy: 1.0000 - val_loss: 7.7849 - val_accuracy: 0.3000 Epoch 217/250 4/4 [==============================] - 0s 12ms/step - loss: 5.3219e-04 - accuracy: 1.0000 - val_loss: 7.7909 - val_accuracy: 0.3333 Epoch 218/250 4/4 [==============================] - 0s 12ms/step - loss: 5.2573e-04 - accuracy: 1.0000 - val_loss: 7.7982 - val_accuracy: 0.3000 Epoch 219/250 4/4 [==============================] - 0s 13ms/step - loss: 5.2161e-04 - accuracy: 1.0000 - val_loss: 7.8060 - val_accuracy: 0.3000 Epoch 220/250 4/4 [==============================] - 0s 12ms/step - loss: 5.1717e-04 - accuracy: 1.0000 - val_loss: 7.8155 - val_accuracy: 0.3000 Epoch 221/250 4/4 [==============================] - 0s 11ms/step - loss: 5.1016e-04 - accuracy: 1.0000 - val_loss: 7.8265 - val_accuracy: 0.3000 Epoch 222/250 4/4 [==============================] - 0s 12ms/step - loss: 5.0566e-04 - accuracy: 1.0000 - val_loss: 7.8328 - val_accuracy: 0.3000 Epoch 223/250 4/4 [==============================] - 0s 11ms/step - loss: 4.9879e-04 - accuracy: 1.0000 - val_loss: 7.8347 - val_accuracy: 0.3333 Epoch 224/250 4/4 [==============================] - 0s 11ms/step - loss: 4.9538e-04 - accuracy: 1.0000 - val_loss: 7.8411 - val_accuracy: 0.3333 Epoch 225/250 4/4 [==============================] - 0s 11ms/step - loss: 4.8961e-04 - accuracy: 1.0000 - val_loss: 7.8485 - val_accuracy: 0.3000 Epoch 226/250 4/4 [==============================] - 0s 11ms/step - loss: 4.8472e-04 - accuracy: 1.0000 - val_loss: 7.8561 - val_accuracy: 0.3000 Epoch 227/250 4/4 [==============================] - 0s 12ms/step - loss: 4.8117e-04 - accuracy: 1.0000 - val_loss: 7.8618 - val_accuracy: 0.3333 Epoch 228/250 4/4 [==============================] - 0s 14ms/step - loss: 4.7432e-04 - accuracy: 1.0000 - val_loss: 7.8656 - val_accuracy: 0.3333 Epoch 229/250 4/4 [==============================] - 0s 11ms/step - loss: 4.7193e-04 - accuracy: 1.0000 - val_loss: 7.8735 - val_accuracy: 0.3000 Epoch 230/250 4/4 [==============================] - 0s 11ms/step - loss: 4.6696e-04 - accuracy: 1.0000 - val_loss: 7.8786 - val_accuracy: 0.3333 Epoch 231/250 4/4 [==============================] - 0s 11ms/step - loss: 4.6133e-04 - accuracy: 1.0000 - val_loss: 7.8871 - val_accuracy: 0.3333 Epoch 232/250 4/4 [==============================] - 0s 12ms/step - loss: 4.5634e-04 - accuracy: 1.0000 - val_loss: 7.8963 - val_accuracy: 0.3333 Epoch 233/250 4/4 [==============================] - 0s 11ms/step - loss: 4.5261e-04 - accuracy: 1.0000 - val_loss: 7.9067 - val_accuracy: 0.3333 Epoch 234/250 4/4 [==============================] - 0s 12ms/step - loss: 4.4895e-04 - accuracy: 1.0000 - val_loss: 7.9116 - val_accuracy: 0.3333 Epoch 235/250 4/4 [==============================] - 0s 11ms/step - loss: 4.4431e-04 - accuracy: 1.0000 - val_loss: 7.9185 - val_accuracy: 0.3333 Epoch 236/250 4/4 [==============================] - 0s 11ms/step - loss: 4.3912e-04 - accuracy: 1.0000 - val_loss: 7.9195 - val_accuracy: 0.3333 Epoch 237/250 4/4 [==============================] - 0s 18ms/step - loss: 4.3675e-04 - accuracy: 1.0000 - val_loss: 7.9295 - val_accuracy: 0.3333 Epoch 238/250 4/4 [==============================] - 0s 11ms/step - loss: 4.3272e-04 - accuracy: 1.0000 - val_loss: 7.9328 - val_accuracy: 0.3333 Epoch 239/250 4/4 [==============================] - 0s 11ms/step - loss: 4.2730e-04 - accuracy: 1.0000 - val_loss: 7.9445 - val_accuracy: 0.3333 Epoch 240/250 4/4 [==============================] - 0s 12ms/step - loss: 4.2395e-04 - accuracy: 1.0000 - val_loss: 7.9567 - val_accuracy: 0.3333 Epoch 241/250 4/4 [==============================] - 0s 11ms/step - loss: 4.1928e-04 - accuracy: 1.0000 - val_loss: 7.9606 - val_accuracy: 0.3333 Epoch 242/250 4/4 [==============================] - 0s 11ms/step - loss: 4.1545e-04 - accuracy: 1.0000 - val_loss: 7.9631 - val_accuracy: 0.3333 Epoch 243/250 4/4 [==============================] - 0s 11ms/step - loss: 4.1100e-04 - accuracy: 1.0000 - val_loss: 7.9681 - val_accuracy: 0.3333 Epoch 244/250 4/4 [==============================] - 0s 11ms/step - loss: 4.0722e-04 - accuracy: 1.0000 - val_loss: 7.9746 - val_accuracy: 0.3333 Epoch 245/250 4/4 [==============================] - 0s 12ms/step - loss: 4.0424e-04 - accuracy: 1.0000 - val_loss: 7.9820 - val_accuracy: 0.3333 Epoch 246/250 4/4 [==============================] - 0s 13ms/step - loss: 4.0132e-04 - accuracy: 1.0000 - val_loss: 7.9902 - val_accuracy: 0.3333 Epoch 247/250 4/4 [==============================] - 0s 11ms/step - loss: 3.9678e-04 - accuracy: 1.0000 - val_loss: 7.9955 - val_accuracy: 0.3333 Epoch 248/250 4/4 [==============================] - 0s 13ms/step - loss: 3.9304e-04 - accuracy: 1.0000 - val_loss: 8.0034 - val_accuracy: 0.3333 Epoch 249/250 4/4 [==============================] - 0s 12ms/step - loss: 3.9101e-04 - accuracy: 1.0000 - val_loss: 8.0053 - val_accuracy: 0.3333 Epoch 250/250 4/4 [==============================] - 0s 11ms/step - loss: 3.8596e-04 - accuracy: 1.0000 - val_loss: 8.0165 - val_accuracy: 0.3333
Model Evaluation
model.evaluate(X_test_1d,y_test)
1/1 [==============================] - 0s 19ms/step - loss: 8.0165 - accuracy: 0.3333
[8.016518592834473, 0.3333333432674408]
Plotting Model Loss and Accuracy
plt.figure(figsize=(15,8))
plt.plot(history.history['loss'])
plt.xlabel('EPOCH')
plt.ylabel('LOSS')
plt.title('Model Loss')
plt.legend(['train'])
plt.show()
plt.figure(figsize=(15,8))
plt.plot(history.history['accuracy'])
plt.xlabel('EPOCH')
plt.ylabel('ACCURACY')
plt.title('MODEL ACCURACY')
plt.legend(['train'])
plt.show()
Checking the Accuracy on Validation Set
cnn_1d_predict = model.predict(X_test_1d)
cnn_1d_predict = np.argmax(cnn_1d_predict, axis=1)
print("The Accuracy of 1D CNN is :",accuracy_score(cnn_1d_predict,y_test))
The Accuracy of 1D CNN is : 0.3333333333333333
print(classification_report(cnn_1d_predict,y_test,zero_division=0))
precision recall f1-score support
0 1.00 0.67 0.80 3
1 0.00 0.00 0.00 0
2 0.67 0.67 0.67 3
3 0.00 0.00 0.00 1
4 0.00 0.00 0.00 4
5 0.00 0.00 0.00 1
6 1.00 1.00 1.00 2
7 0.50 1.00 0.67 1
8 0.00 0.00 0.00 1
9 0.00 0.00 0.00 4
10 0.50 0.20 0.29 5
11 0.00 0.00 0.00 0
12 0.50 0.25 0.33 4
13 0.50 1.00 0.67 1
accuracy 0.33 30
macro avg 0.33 0.34 0.32 30
weighted avg 0.42 0.33 0.35 30
Model Testing
Use of custom recording to test against the model built.
Picking 3 random words from 15 to test.
'بھارت' = Bharat (India)
'سو' = So (Sleep)
'خود' = Khud (Myself)
path=["bharat.wav","so.wav","khud.wav"]
word = ['bharat','so','khud']
test_df=pd.DataFrame(list(zip(word,path)),columns=['Word','Path'])
test_df
| Word | Path | |
|---|---|---|
| 0 | bharat | bharat.wav |
| 1 | so | so.wav |
| 2 | khud | khud.wav |
X_df=pd.DataFrame(test_df['Path'].apply(lambda x: mfcc_features(x)).tolist())
X_df
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 118 | 119 | 120 | 121 | 122 | 123 | 124 | 125 | 126 | 127 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -626.747192 | 75.354279 | -39.763008 | 15.040310 | -16.372393 | 18.608427 | -17.413773 | 8.460178 | -7.454381 | 0.849447 | ... | -0.781751 | -0.210532 | 0.497856 | -0.178552 | 0.108227 | -0.290719 | 0.637350 | -0.362942 | 0.034155 | 0.095484 |
| 1 | -626.612732 | 47.331394 | -24.217834 | 11.908261 | -13.973323 | 9.625823 | -10.186502 | 4.877966 | -6.144906 | 0.316926 | ... | -1.053568 | -0.430440 | -0.089951 | -0.264556 | -0.646423 | -0.610966 | -0.074608 | -0.156551 | -0.547317 | 0.376719 |
| 2 | -623.571228 | 71.556961 | -30.921532 | 14.448839 | -17.444151 | 15.075999 | -11.978877 | 9.270804 | -11.673677 | -2.960443 | ... | -0.950992 | -0.776392 | -0.422833 | -0.633455 | -0.399665 | -0.336365 | 0.299548 | -0.086371 | -0.244276 | 0.097072 |
3 rows × 128 columns
predictions=model.predict(X_df)
predictions=np.argmax(predictions,axis=1)
predictions
array([11, 2, 2])
predictions=encoder.inverse_transform(predictions)
predictions
array(['189', '085', '085'], dtype=object)
dataframe.loc[dataframe.Corpus.isin(predictions)]
| Corpus | English | Urdu | Path | |
|---|---|---|---|---|
| 22 | 085 | Khud(Myself) | تعلیم | files/AEFYG1/AEFYG1085.wav |
| 23 | 085 | Khud(Myself) | تعلیم | files/AFFYG1/AFFYG1085.wav |
| 24 | 085 | Khud(Myself) | تعلیم | files/AGMNG1/AGMNG1085.wav |
| 25 | 085 | Khud(Myself) | تعلیم | files/AHMNG1/AHMNG1085.wav |
| 26 | 085 | Khud(Myself) | تعلیم | files/ACMNG2/ACMNG2085.wav |
| 27 | 085 | Khud(Myself) | تعلیم | files/AIMYG2/AIMYG2085.wav |
| 28 | 085 | Khud(Myself) | تعلیم | files/AJMNG2/AJMNG2085.wav |
| 29 | 085 | Khud(Myself) | تعلیم | files/AKMNG2/AKMNG2085.wav |
| 30 | 085 | Khud(Myself) | تعلیم | files/AAMNG1/AAMNG1098.wav |
| 31 | 085 | Khud(Myself) | تعلیم | files/ABMNG1/ABMNG1098.wav |
| 32 | 085 | Khud(Myself) | تعلیم | files/AEFYG1/AEFYG1098.wav |
| 88 | 189 | Maujuda(Current) | سخت | files/AJMNG2/AJMNG2189.wav |
| 89 | 189 | Maujuda(Current) | سخت | files/AKMNG2/AKMNG2189.wav |
| 90 | 189 | Maujuda(Current) | سخت | files/AAMNG1/AAMNG1193.wav |
| 91 | 189 | Maujuda(Current) | سخت | files/ABMNG1/ABMNG1193.wav |
| 92 | 189 | Maujuda(Current) | سخت | files/AEFYG1/AEFYG1193.wav |
| 93 | 189 | Maujuda(Current) | سخت | files/AFFYG1/AFFYG1193.wav |
| 94 | 189 | Maujuda(Current) | سخت | files/AGMNG1/AGMNG1193.wav |
| 95 | 189 | Maujuda(Current) | سخت | files/AHMNG1/AHMNG1193.wav |
| 96 | 189 | Maujuda(Current) | سخت | files/ACMNG2/ACMNG2193.wav |
| 97 | 189 | Maujuda(Current) | سخت | files/AIMYG2/AIMYG2193.wav |
| 98 | 189 | Maujuda(Current) | سخت | files/AJMNG2/AJMNG2193.wav |
Conclusions